Master File
Joanna Duran, Nikhil Gupta, Max Moro
2019-04-06 15:39:55
User Inputs
output.var = params$output.var
transform.abs = FALSE
log.pred = params$log.pred
norm.pred = FALSE
algo.forward.caret = params$algo.forward.caret
algo.backward.caret = params$algo.backward.caret
algo.stepwise.caret = params$algo.stepwise.caret
algo.LASSO.caret = params$algo.LASSO.caret
algo.LARS.caret = params$algo.LARS.caret
message("Parameters used for training/prediction: ")## Parameters used for training/prediction:str(params)## List of 7
## $ output.var : chr "y3"
## $ log.pred : logi TRUE
## $ algo.forward.caret : logi FALSE
## $ algo.backward.caret: logi FALSE
## $ algo.stepwise.caret: logi FALSE
## $ algo.LASSO.caret : logi TRUE
## $ algo.LARS.caret : logi TRUE# Setup Labels
output.var.tr = if (log.pred == TRUE) paste0(output.var,'.log') else output.var.tr = output.varLoading Data
feat = read.csv('../../Data/features_highprec.csv')
labels = read.csv('../../Data/labels.csv')
predictors = names(dplyr::select(feat,-JobName))
data.ori = inner_join(feat,labels,by='JobName')
#data.ori = inner_join(feat,select_at(labels,c('JobName',output.var)),by='JobName')Data validation
cc = complete.cases(data.ori)
data.notComplete = data.ori[! cc,]
data = data.ori[cc,] %>% select_at(c(predictors,output.var,'JobName'))
message('Original cases: ',nrow(data.ori))## Original cases: 10000message('Non-Complete cases: ',nrow(data.notComplete))## Non-Complete cases: 3020message('Complete cases: ',nrow(data))## Complete cases: 6980summary(dplyr::select_at(data,c('JobName',output.var)))## JobName y3
## Job_00001: 1 Min. : 95.91
## Job_00002: 1 1st Qu.:118.29
## Job_00003: 1 Median :124.03
## Job_00004: 1 Mean :125.40
## Job_00007: 1 3rd Qu.:131.06
## Job_00008: 1 Max. :193.73
## (Other) :6974Output Variable
The Output Variable y3 shows right skewness, so will proceed with a log transformation
Histogram
df=gather(select_at(data,output.var))
ggplot(df, aes(x=value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() 
#stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value))) QQPlot
ggplot(gather(select_at(data,output.var)), aes(sample=value)) +
stat_qq() +
facet_wrap(~key, scales = 'free',ncol=4)
Trasformation of Output Variable from y3 to y3.log
if(log.pred==TRUE) data[[output.var.tr]] = log(data[[output.var]],10) else
data[[output.var.tr]] = data[[output.var]]
df=gather(select_at(data,c(output.var,output.var.tr)))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=2)
ggplot(gather(select_at(data,c(output.var,output.var.tr))), aes(sample=value)) +
stat_qq() +
facet_wrap(~key, scales = 'free',ncol=4)
Best Normalizator y3
Normalization of y3 using bestNormalize package. (suggested orderNorm) This is cool, but I think is too far for the objective of the project
t=bestNormalize::bestNormalize(data[[output.var]])t## Best Normalizing transformation with 6980 Observations
## Estimated Normality Statistics (Pearson P / df, lower => more normal):
## - No transform: 2.8876
## - Box-Cox: 1.4283
## - Log_b(x+a): 1.9294
## - sqrt(x+a): 2.3787
## - exp(x): 748.8914
## - arcsinh(x): 1.9294
## - Yeo-Johnson: 1.1537
## - orderNorm: 1.0789
## Estimation method: Out-of-sample via CV with 10 folds and 5 repeats
##
## Based off these, bestNormalize chose:
## orderNorm Transformation with 6980 nonmissing obs and no ties
## - Original quantiles:
## 0% 25% 50% 75% 100%
## 95.913 118.289 124.030 131.059 193.726qqnorm(data[[output.var]])
qqnorm(predict(t))
orderNorm() is a rank-based procedure by which the values of a vector are mapped to their percentile, which is then mapped to the same percentile of the normal distribution. Without the presence of ties, this essentially guarantees that the transformation leads to a uniform distribution
Predictors
All predictors show a Fat-Tail situation, where the two tails are very tall, and a low distribution around the mean. The orderNorm transformation can help (see [Best Normalizator] section)
Interesting Predictors
Histograms
cols = c('x11','x18','stat98','x7','stat110')
df=gather(select_at(data,cols))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=3)
# ggplot(gather(select_at(data,cols)), aes(sample=value)) +
# stat_qq()+
# facet_wrap(~key, scales = 'free',ncol=2)
lapply(select_at(data,cols),summary)## $x11
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.000e-08 9.494e-08 1.001e-07 1.001e-07 1.052e-07 1.100e-07
##
## $x18
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.500 3.147 4.769 4.772 6.418 7.999
##
## $stat98
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -2.998619 -1.551882 -0.015993 -0.005946 1.528405 2.999499
##
## $x7
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.700 1.266 1.854 1.852 2.446 3.000
##
## $stat110
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -2.999543 -1.496865 -0.002193 -0.004129 1.504273 2.999563Scatter plot vs. output variable **y3.log
d = gather(dplyr::select_at(data,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light green',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=3)## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
All Predictors
Histograms
All indicators have a strong indication of Fat-Tails
df=gather(select_at(data,predictors))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=4)
Correlations
With Output Variable
#chart.Correlation(select(data,-JobName), pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of(output.var.tr,'JobName'))
,select_at(data,output.var.tr)),4)) %>%
rownames_to_column(var='variable') %>% filter(variable != !!output.var) %>% arrange(-y3.log)
#DT::datatable(t)
message("Top Positive")## Top Positivekable(head(arrange(t,desc(y3.log)),20))| variable | y3.log |
|---|---|
| x18 | 0.3120 |
| x7 | 0.2091 |
| stat98 | 0.1784 |
| x9 | 0.1127 |
| x17 | 0.0611 |
| x16 | 0.0489 |
| x10 | 0.0472 |
| x21 | 0.0412 |
| x11 | 0.0322 |
| x8 | 0.0318 |
| stat156 | 0.0287 |
| stat23 | 0.0234 |
| stat100 | 0.0206 |
| stat144 | 0.0203 |
| stat59 | 0.0202 |
| stat60 | 0.0199 |
| stat195 | 0.0199 |
| stat141 | 0.0194 |
| stat73 | 0.0192 |
| stat197 | 0.0185 |
message("Top Negative")## Top Negativekable(head(arrange(t,y3.log),20))| variable | y3.log |
|---|---|
| stat110 | -0.1594 |
| x4 | -0.0603 |
| stat13 | -0.0345 |
| stat41 | -0.0345 |
| stat14 | -0.0317 |
| stat149 | -0.0309 |
| stat113 | -0.0279 |
| stat4 | -0.0248 |
| stat106 | -0.0236 |
| stat146 | -0.0236 |
| stat186 | -0.0217 |
| stat91 | -0.0210 |
| stat214 | -0.0209 |
| stat5 | -0.0207 |
| stat22 | -0.0202 |
| stat39 | -0.0202 |
| stat175 | -0.0194 |
| stat187 | -0.0193 |
| stat128 | -0.0192 |
| stat37 | -0.0191 |
Between All Variables
#chart.Correlation(select(data,-JobName), pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of('JobName'))),4))
#DT::datatable(t,options=list(scrollX=T))
message("Showing only 10 variables")## Showing only 10 variableskable(t[1:10,1:10])| x1 | x2 | x3 | x4 | x5 | x6 | x7 | x8 | x9 | x10 | |
|---|---|---|---|---|---|---|---|---|---|---|
| x1 | 1.0000 | 0.0034 | -0.0028 | 0.0085 | 0.0068 | 0.0159 | 0.0264 | -0.0012 | 0.0142 | 0.0013 |
| x2 | 0.0034 | 1.0000 | -0.0057 | 0.0004 | -0.0094 | -0.0101 | 0.0089 | 0.0078 | 0.0049 | -0.0214 |
| x3 | -0.0028 | -0.0057 | 1.0000 | 0.0029 | 0.0046 | 0.0006 | -0.0105 | -0.0002 | 0.0167 | -0.0137 |
| x4 | 0.0085 | 0.0004 | 0.0029 | 1.0000 | -0.0059 | 0.0104 | 0.0098 | 0.0053 | 0.0061 | -0.0023 |
| x5 | 0.0068 | -0.0094 | 0.0046 | -0.0059 | 1.0000 | 0.0016 | -0.0027 | 0.0081 | 0.0259 | -0.0081 |
| x6 | 0.0159 | -0.0101 | 0.0006 | 0.0104 | 0.0016 | 1.0000 | 0.0200 | -0.0157 | 0.0117 | -0.0072 |
| x7 | 0.0264 | 0.0089 | -0.0105 | 0.0098 | -0.0027 | 0.0200 | 1.0000 | -0.0018 | -0.0069 | -0.0221 |
| x8 | -0.0012 | 0.0078 | -0.0002 | 0.0053 | 0.0081 | -0.0157 | -0.0018 | 1.0000 | 0.0142 | -0.0004 |
| x9 | 0.0142 | 0.0049 | 0.0167 | 0.0061 | 0.0259 | 0.0117 | -0.0069 | 0.0142 | 1.0000 | 0.0149 |
| x10 | 0.0013 | -0.0214 | -0.0137 | -0.0023 | -0.0081 | -0.0072 | -0.0221 | -0.0004 | 0.0149 | 1.0000 |
Scatter Plots with Output Variable
Scatter plots with all predictors and the output variable (y3.log)
d = gather(dplyr::select_at(data,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light blue',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=4)## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
Multicollinearity - VIF
No Multicollinearity among predictors
Showing Top predictor by VIF Value
vifDF = usdm::vif(select_at(data,predictors)) %>% arrange(desc(VIF))
head(vifDF,15)## Variables VIF
## 1 stat174 1.061706
## 2 stat14 1.061026
## 3 stat150 1.060698
## 4 stat215 1.060125
## 5 stat147 1.060090
## 6 stat149 1.059782
## 7 stat204 1.059710
## 8 stat135 1.058849
## 9 stat142 1.058514
## 10 stat164 1.058307
## 11 stat52 1.057999
## 12 stat154 1.057888
## 13 stat70 1.057870
## 14 x7 1.057864
## 15 stat129 1.057610Feature Eng
- Square Root transformation for x18
data.tr=data %>%
mutate(x18.sqrt = sqrt(x18))
cols=c('x18','x18.sqrt')Comparing Pre and Post Transformation Density Plots
# ggplot(gather(select_at(data.tr,cols)), aes(value)) +
# geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
# geom_density() +
# facet_wrap(~key, scales = 'free',ncol=4)
d = gather(dplyr::select_at(data.tr,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light blue',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=4)## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
#removing unwanted variables
data.tr=data.tr %>%
dplyr::select_at(names(data.tr)[! names(data.tr) %in% c('x18','y3','JobName')])
data=data.tr
label.names=output.var.trModeling
PCA
fullInteraction=TRUE
pca.vars = names(data)
pca.vars = pca.vars[!pca.vars %in% label.names]
if(fullInteraction){
pca.formula =as.formula(paste0('~(',paste0(pca.vars, collapse ='+'),')^2'))
pca.model = prcomp(formula=pca.formula,data=data[,pca.vars],center=T,scale.=T,retx = T)
saveRDS(pca.model,'pca.model.rds')
} else {
pca.model = prcomp(x=data[,pca.vars],center=T,scale.=T,retx = T)
}
targetCumVar = .8
pca.model$var = pca.model$sdev ^ 2 #eigenvalues
pca.model$pvar = pca.model$var / sum(pca.model$var)
pca.model$cumpvar = cumsum(pca.model$pvar )
pca.model$pcaSel = pca.model$cumpvar<=targetCumVar
pca.model$pcaSelCount = sum(pca.model$pcaSel)
pca.model$pcaSelTotVar = sum(pca.model$pvar[pca.model$pcaSel])
message(pca.model$pcaSelCount, " PCAs justify ",percent(targetCumVar)," of the total Variance. (",percent(pca.model$pcaSelTotVar),")")## 3834 PCAs justify 80.0% of the total Variance. (80.0%)plot(pca.model$var,xlab="Principal component", ylab="Proportion of variance explained", type='b')
plot(cumsum(pca.model$pvar ),xlab="Principal component", ylab="Cumulative Proportion of variance explained", ylim=c(0,1), type='b')
screeplot(pca.model,npcs = pca.model$pcaSelCount)
screeplot(pca.model,npcs = pca.model$pcaSelCount,type='lines')
#summary(pca.model)
#pca.model$rotation
#creating dataset
data.pca = dplyr::select(data,!!label.names) %>%
dplyr::bind_cols(dplyr::select(as.data.frame(pca.model$x)
,!!colnames(pca.model$rotation)[pca.model$pcaSel])
)
predictors.pca = pca.model$varScatter Plots with PCA variables
Scatter plots with all PCA Variabes and the output variable (y3.log)
# d = gather(dplyr::select_at(data.pca,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
# ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
# geom_point(color='light blue',alpha=0.5) +
# geom_smooth() +
# facet_wrap(~target, scales = 'free',ncol=4)Train Test Split
data.pca = data.pca[sample(nrow(data.pca)),] # randomly shuffle data
split = sample.split(data.pca[,label.names], SplitRatio = 0.8)
data.train = subset(data.pca, split == TRUE)
data.test = subset(data.pca, split == FALSE)Common Functions
plot.diagnostics <- function(model, train) {
plot(model)
residuals = resid(model) # Plotted above in plot(lm.out)
r.standard = rstandard(model)
r.student = rstudent(model)
df = data.frame(x=predict(model,train),y=r.student)
p=ggplot(data=df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_hline(yintercept = 0,size=1)+
ylab("Student Residuals") +
xlab("Predicted Values")+
ggtitle("Student Residual Plot")
plot(p)
df = data.frame(x=predict(model,train),y=r.standard)
p=ggplot(data=df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_hline(yintercept = c(-2,0,2),size=1)+
ylab("Student Residuals") +
xlab("Predicted Values")+
ggtitle("Student Residual Plot")
plot(p)
# Histogram
df=data.frame(r.student)
p=ggplot(data=df,aes(r.student)) +
geom_histogram(aes(y=..density..),bins = 50,fill='blue',alpha=0.6) +
stat_function(fun = dnorm, n = 100, args = list(mean = 0, sd = 1)) +
ylab("Density")+
xlab("Studentized Residuals")+
ggtitle("Distribution of Studentized Residuals")
plot(p)
# http://www.stat.columbia.edu/~martin/W2024/R7.pdf
# Influential plots
inf.meas = influence.measures(model)
# print (summary(inf.meas)) # too much data
# Leverage plot
lev = hat(model.matrix(model))
df=tibble::rownames_to_column(as.data.frame(lev),'id')
p=ggplot(data=df,aes(x=as.numeric(id),y=lev)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
ylab('Leverage - check') +
xlab('Index')
plot(p)
# Cook's Distance
cd = cooks.distance(model)
df=tibble::rownames_to_column(as.data.frame(cd),'id')
p=ggplot(data=df,aes(x=as.numeric(id),y=cd)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_text(data=filter(df,cd>15/nrow(train)),aes(label=id),check_overlap=T,size=3,vjust=-.5)+
ylab('Cooks distances') +
geom_hline(yintercept = c(4/nrow(train),0),size=1)+
xlab('Index')
plot(p)
print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = ""))
print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = ""))
return(cd)
}
# function to set up random seeds
# Based on http://jaehyeon-kim.github.io/2015/05/Setup-Random-Seeds-on-Caret-Package.html
setCaretSeeds <- function(method = "cv", numbers = 1, repeats = 1, tunes = NULL, seed = 1701) {
#B is the number of resamples and integer vector of M (numbers + tune length if any)
B <- if (method == "cv") numbers
else if(method == "repeatedcv") numbers * repeats
else NULL
if(is.null(length)) {
seeds <- NULL
} else {
set.seed(seed = seed)
seeds <- vector(mode = "list", length = B)
seeds <- lapply(seeds, function(x) sample.int(n = 1000000
, size = numbers + ifelse(is.null(tunes), 0, tunes)))
seeds[[length(seeds) + 1]] <- sample.int(n = 1000000, size = 1)
}
# return seeds
seeds
}
train.caret.glmselect = function(formula, data, method
,subopt = NULL, feature.names
, train.control = NULL, tune.grid = NULL, pre.proc = NULL){
if(is.null(train.control)){
train.control <- trainControl(method = "cv"
,number = 10
,seeds = setCaretSeeds(method = "cv"
, numbers = 10
, seed = 1701)
,search = "grid"
,verboseIter = TRUE
,allowParallel = TRUE
)
}
if(is.null(tune.grid)){
if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
tune.grid = data.frame(nvmax = 1:length(feature.names))
}
if (method == 'glmnet' && subopt == 'LASSO'){
# Will only show 1 Lambda value during training, but that is OK
# https://stackoverflow.com/questions/47526544/why-need-to-tune-lambda-with-carettrain-method-glmnet-and-cv-glmnet
# Another option for LASSO is this: https://github.com/topepo/caret/blob/master/RegressionTests/Code/lasso.R
lambda = 10^seq(-2,0, length =100)
alpha = c(1)
tune.grid = expand.grid(alpha = alpha,lambda = lambda)
}
if (method == 'lars'){
# https://github.com/topepo/caret/blob/master/RegressionTests/Code/lars.R
fraction = seq(0, 1, length = 100)
tune.grid = expand.grid(fraction = fraction)
pre.proc = c("center", "scale")
}
}
# http://sshaikh.org/2015/05/06/parallelize-machine-learning-in-r-with-multi-core-cpus/
cl <- makeCluster(ceiling(detectCores()*0.90)) # use 75% of cores only, leave rest for other tasks
registerDoParallel(cl)
set.seed(1)
# note that the seed has to actually be set just before this function is called
# settign is above just not ensure reproducibility for some reason
model.caret <- caret::train(formula
, data = data
, method = method
, tuneGrid = tune.grid
, trControl = train.control
, preProc = pre.proc
)
stopCluster(cl)
registerDoSEQ() # register sequential engine in case you are not using this function anymore
if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
print("All models results")
print(model.caret$results) # all model results
print("Best Model")
print(model.caret$bestTune) # best model
model = model.caret$finalModel
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-nvmax) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=nvmax,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
# leap function does not support studentized residuals
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
id = rownames(model.caret$bestTune)
# Provides the coefficients of the best model
# regsubsets doens return a full model (see documentation of regsubset), so we need to recalcualte themodel
# https://stackoverflow.com/questions/13063762/how-to-obtain-a-lm-object-from-regsubsets
print("Coefficients of final model:")
coefs <- coef(model, id=id)
#calculate the model to the the coef intervals
nams <- names(coefs)
nams <- nams[!nams %in% "(Intercept)"]
response <- as.character(formula[[2]])
form <- as.formula(paste(response, paste(nams, collapse = " + "), sep = " ~ "))
mod <- lm(form, data = data)
#coefs
#coef(mod)
print(car::Confint(mod))
return(list(model = model,id = id, residPlot = residPlot, residHistogram=residHistogram
,modelLM=mod))
}
if (method == 'glmnet' && subopt == 'LASSO'){
print(model.caret)
print(plot(model.caret))
print(model.caret$bestTune)
print(model.caret$results)
model=model.caret$finalModel
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-lambda) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=lambda,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
print("Coefficients")
#no interval for glmnet: https://stackoverflow.com/questions/39750965/confidence-intervals-for-ridge-regression
t=coef(model,s=model.caret$bestTune$lambda)
model.coef = t[which(t[,1]!=0),]
print(as.data.frame(model.coef))
id = NULL # not really needed but added for consistency
return(list(model = model.caret,id = id, residPlot = residPlot, metricsPlot=metricsPlot ))
}
if (method == 'lars'){
print(model.caret)
print(plot(model.caret))
print(model.caret$bestTune)
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-fraction) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=fraction,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
print("Coefficients")
t=coef(model.caret$finalModel,s=model.caret$bestTune$fraction,mode='fraction')
model.coef = t[which(t!=0)]
print(model.coef)
id = NULL # not really needed but added for consistency
return(list(model = model.caret,id = id, residPlot = residPlot, residHistogram=residHistogram))
}
}
# https://stackoverflow.com/questions/48265743/linear-model-subset-selection-goodness-of-fit-with-k-fold-cross-validation
# changed slightly since call[[2]] was just returning "formula" without actually returnign the value in formula
predict.regsubsets <- function(object, newdata, id, formula, ...) {
#form <- as.formula(object$call[[2]])
mat <- model.matrix(formula, newdata) # adds intercept and expands any interaction terms
coefi <- coef(object, id = id)
xvars <- names(coefi)
return(mat[,xvars]%*%coefi)
}
test.model = function(model, test, level=0.95
,draw.limits = FALSE, good = 0.1, ok = 0.15
,method = NULL, subopt = NULL
,id = NULL, formula, feature.names, label.names
,transformation = NULL){
## if using caret for glm select equivalent functionality,
## need to pass formula (full is ok as it will select subset of variables from there)
if (is.null(method)){
pred = predict(model, newdata=test, interval="confidence", level = level)
}
else if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
pred = predict.regsubsets(model, newdata = test, id = id, formula = formula)
}
else if (method == 'glmnet' && subopt == 'LASSO'){
xtest = as.matrix(test[,feature.names])
pred=as.data.frame(predict(model, xtest))
}
else if (method == 'lars'){
pred=as.data.frame(predict(model, newdata = test))
}
# Summary of predicted values
print ("Summary of predicted values: ")
print(summary(pred[,1]))
test.mse = mean((test[,label.names]-pred[,1])^2)
print (paste(method, subopt, "Test MSE:", test.mse, sep=" "))
test.rmse = sqrt(test.mse)
print (paste(method, subopt, "Test RMSE:", test.rmse, sep=" "))
if(log.pred == TRUE || norm.pred == TRUE){
# plot transformewd comparison first
df=data.frame(x=test[,label.names],y=pred[,1])
ggplot(df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_abline(slope=1,intercept=0,color='black',size=1) +
#scale_y_continuous(limits=c(min(df),max(df)))+
xlab("Actual (Transformed)")+
ylab("Predicted (Transformed)")
}
if (log.pred == FALSE && norm.pred == FALSE){
x = test[,label.names]
y = pred[,1]
}
if (log.pred == TRUE){
x = 10^test[,label.names]
y = 10^pred[,1]
# x = (test[,label.names])^3
# y = (pred[,1])^3
}
if (norm.pred == TRUE){
x = predict(transformation, test[,label.names], inverse = TRUE)
y = predict(transformation, pred[,1], inverse = TRUE)
}
test.mse = mean((x-y)^2)
print (paste(method, subopt, "Test MSE (Org Scale):", test.mse, sep=" "))
test.rmse = sqrt(test.mse)
print (paste(method, subopt, "Test RMSE (Org Scale):", test.rmse, sep=" "))
df=data.frame(x,y)
ggplot(df,aes(x,y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_abline(slope=c(1+good,1-good,1+ok,1-ok)
,intercept=rep(0,4),color=c('dark green','dark green','dark red','dark red'),size=1,alpha=0.8) +
#scale_y_continuous(limits=c(min(df),max(df)))+
xlab("Actual")+
ylab("Predicted")
}Setup Formulae
n <- names(data.train)
formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")
," ~", paste(n[!n %in% label.names], collapse = " + ")))
grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))
print(formula)## y3.log ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 +
## PC10 + PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 +
## PC19 + PC20 + PC21 + PC22 + PC23 + PC24 + PC25 + PC26 + PC27 +
## PC28 + PC29 + PC30 + PC31 + PC32 + PC33 + PC34 + PC35 + PC36 +
## PC37 + PC38 + PC39 + PC40 + PC41 + PC42 + PC43 + PC44 + PC45 +
## PC46 + PC47 + PC48 + PC49 + PC50 + PC51 + PC52 + PC53 + PC54 +
## PC55 + PC56 + PC57 + PC58 + PC59 + PC60 + PC61 + PC62 + PC63 +
## PC64 + PC65 + PC66 + PC67 + PC68 + PC69 + PC70 + PC71 + PC72 +
## PC73 + PC74 + PC75 + PC76 + PC77 + PC78 + PC79 + PC80 + PC81 +
## PC82 + PC83 + PC84 + PC85 + PC86 + PC87 + PC88 + PC89 + PC90 +
## PC91 + PC92 + PC93 + PC94 + PC95 + PC96 + PC97 + PC98 + PC99 +
## PC100 + PC101 + PC102 + PC103 + PC104 + PC105 + PC106 + PC107 +
## PC108 + PC109 + PC110 + PC111 + PC112 + PC113 + PC114 + PC115 +
## PC116 + PC117 + PC118 + PC119 + PC120 + PC121 + PC122 + PC123 +
## PC124 + PC125 + PC126 + PC127 + PC128 + PC129 + PC130 + PC131 +
## PC132 + PC133 + PC134 + PC135 + PC136 + PC137 + PC138 + PC139 +
## PC140 + PC141 + PC142 + PC143 + PC144 + PC145 + PC146 + PC147 +
## PC148 + PC149 + PC150 + PC151 + PC152 + PC153 + PC154 + PC155 +
## PC156 + PC157 + PC158 + PC159 + PC160 + PC161 + PC162 + PC163 +
## PC164 + PC165 + PC166 + PC167 + PC168 + PC169 + PC170 + PC171 +
## PC172 + PC173 + PC174 + PC175 + PC176 + PC177 + PC178 + PC179 +
## PC180 + PC181 + PC182 + PC183 + PC184 + PC185 + PC186 + PC187 +
## PC188 + PC189 + PC190 + PC191 + PC192 + PC193 + PC194 + PC195 +
## PC196 + PC197 + PC198 + PC199 + PC200 + PC201 + PC202 + PC203 +
## PC204 + PC205 + PC206 + PC207 + PC208 + PC209 + PC210 + PC211 +
## PC212 + PC213 + PC214 + PC215 + PC216 + PC217 + PC218 + PC219 +
## PC220 + PC221 + PC222 + PC223 + PC224 + PC225 + PC226 + PC227 +
## PC228 + PC229 + PC230 + PC231 + PC232 + PC233 + PC234 + PC235 +
## PC236 + PC237 + PC238 + PC239 + PC240 + PC241 + PC242 + PC243 +
## PC244 + PC245 + PC246 + PC247 + PC248 + PC249 + PC250 + PC251 +
## PC252 + PC253 + PC254 + PC255 + PC256 + PC257 + PC258 + PC259 +
## PC260 + PC261 + PC262 + PC263 + PC264 + PC265 + PC266 + PC267 +
## PC268 + PC269 + PC270 + PC271 + PC272 + PC273 + PC274 + PC275 +
## PC276 + PC277 + PC278 + PC279 + PC280 + PC281 + PC282 + PC283 +
## PC284 + PC285 + PC286 + PC287 + PC288 + PC289 + PC290 + PC291 +
## PC292 + PC293 + PC294 + PC295 + PC296 + PC297 + PC298 + PC299 +
## PC300 + PC301 + PC302 + PC303 + PC304 + PC305 + PC306 + PC307 +
## PC308 + PC309 + PC310 + PC311 + PC312 + PC313 + PC314 + PC315 +
## PC316 + PC317 + PC318 + PC319 + PC320 + PC321 + PC322 + PC323 +
## PC324 + PC325 + PC326 + PC327 + PC328 + PC329 + PC330 + PC331 +
## PC332 + PC333 + PC334 + PC335 + PC336 + PC337 + PC338 + PC339 +
## PC340 + PC341 + PC342 + PC343 + PC344 + PC345 + PC346 + PC347 +
## PC348 + PC349 + PC350 + PC351 + PC352 + PC353 + PC354 + PC355 +
## PC356 + PC357 + PC358 + PC359 + PC360 + PC361 + PC362 + PC363 +
## PC364 + PC365 + PC366 + PC367 + PC368 + PC369 + PC370 + PC371 +
## PC372 + PC373 + PC374 + PC375 + PC376 + PC377 + PC378 + PC379 +
## PC380 + PC381 + PC382 + PC383 + PC384 + PC385 + PC386 + PC387 +
## PC388 + PC389 + PC390 + PC391 + PC392 + PC393 + PC394 + PC395 +
## PC396 + PC397 + PC398 + PC399 + PC400 + PC401 + PC402 + PC403 +
## PC404 + PC405 + PC406 + PC407 + PC408 + PC409 + PC410 + PC411 +
## PC412 + PC413 + PC414 + PC415 + PC416 + PC417 + PC418 + PC419 +
## PC420 + PC421 + PC422 + PC423 + PC424 + PC425 + PC426 + PC427 +
## PC428 + PC429 + PC430 + PC431 + PC432 + PC433 + PC434 + PC435 +
## PC436 + PC437 + PC438 + PC439 + PC440 + PC441 + PC442 + PC443 +
## PC444 + PC445 + PC446 + PC447 + PC448 + PC449 + PC450 + PC451 +
## PC452 + PC453 + PC454 + PC455 + PC456 + PC457 + PC458 + PC459 +
## PC460 + PC461 + PC462 + PC463 + PC464 + PC465 + PC466 + PC467 +
## PC468 + PC469 + PC470 + PC471 + PC472 + PC473 + PC474 + PC475 +
## PC476 + PC477 + PC478 + PC479 + PC480 + PC481 + PC482 + PC483 +
## PC484 + PC485 + PC486 + PC487 + PC488 + PC489 + PC490 + PC491 +
## PC492 + PC493 + PC494 + PC495 + PC496 + PC497 + PC498 + PC499 +
## PC500 + PC501 + PC502 + PC503 + PC504 + PC505 + PC506 + PC507 +
## PC508 + PC509 + PC510 + PC511 + PC512 + PC513 + PC514 + PC515 +
## PC516 + PC517 + PC518 + PC519 + PC520 + PC521 + PC522 + PC523 +
## PC524 + PC525 + PC526 + PC527 + PC528 + PC529 + PC530 + PC531 +
## PC532 + PC533 + PC534 + PC535 + PC536 + PC537 + PC538 + PC539 +
## PC540 + PC541 + PC542 + PC543 + PC544 + PC545 + PC546 + PC547 +
## PC548 + PC549 + PC550 + PC551 + PC552 + PC553 + PC554 + PC555 +
## PC556 + PC557 + PC558 + PC559 + PC560 + PC561 + PC562 + PC563 +
## PC564 + PC565 + PC566 + PC567 + PC568 + PC569 + PC570 + PC571 +
## PC572 + PC573 + PC574 + PC575 + PC576 + PC577 + PC578 + PC579 +
## PC580 + PC581 + PC582 + PC583 + PC584 + PC585 + PC586 + PC587 +
## PC588 + PC589 + PC590 + PC591 + PC592 + PC593 + PC594 + PC595 +
## PC596 + PC597 + PC598 + PC599 + PC600 + PC601 + PC602 + PC603 +
## PC604 + PC605 + PC606 + PC607 + PC608 + PC609 + PC610 + PC611 +
## PC612 + PC613 + PC614 + PC615 + PC616 + PC617 + PC618 + PC619 +
## PC620 + PC621 + PC622 + PC623 + PC624 + PC625 + PC626 + PC627 +
## PC628 + PC629 + PC630 + PC631 + PC632 + PC633 + PC634 + PC635 +
## PC636 + PC637 + PC638 + PC639 + PC640 + PC641 + PC642 + PC643 +
## PC644 + PC645 + PC646 + PC647 + PC648 + PC649 + PC650 + PC651 +
## PC652 + PC653 + PC654 + PC655 + PC656 + PC657 + PC658 + PC659 +
## PC660 + PC661 + PC662 + PC663 + PC664 + PC665 + PC666 + PC667 +
## PC668 + PC669 + PC670 + PC671 + PC672 + PC673 + PC674 + PC675 +
## PC676 + PC677 + PC678 + PC679 + PC680 + PC681 + PC682 + PC683 +
## PC684 + PC685 + PC686 + PC687 + PC688 + PC689 + PC690 + PC691 +
## PC692 + PC693 + PC694 + PC695 + PC696 + PC697 + PC698 + PC699 +
## PC700 + PC701 + PC702 + PC703 + PC704 + PC705 + PC706 + PC707 +
## PC708 + PC709 + PC710 + PC711 + PC712 + PC713 + PC714 + PC715 +
## PC716 + PC717 + PC718 + PC719 + PC720 + PC721 + PC722 + PC723 +
## PC724 + PC725 + PC726 + PC727 + PC728 + PC729 + PC730 + PC731 +
## PC732 + PC733 + PC734 + PC735 + PC736 + PC737 + PC738 + PC739 +
## PC740 + PC741 + PC742 + PC743 + PC744 + PC745 + PC746 + PC747 +
## PC748 + PC749 + PC750 + PC751 + PC752 + PC753 + PC754 + PC755 +
## PC756 + PC757 + PC758 + PC759 + PC760 + PC761 + PC762 + PC763 +
## PC764 + PC765 + PC766 + PC767 + PC768 + PC769 + PC770 + PC771 +
## PC772 + PC773 + PC774 + PC775 + PC776 + PC777 + PC778 + PC779 +
## PC780 + PC781 + PC782 + PC783 + PC784 + PC785 + PC786 + PC787 +
## PC788 + PC789 + PC790 + PC791 + PC792 + PC793 + PC794 + PC795 +
## PC796 + PC797 + PC798 + PC799 + PC800 + PC801 + PC802 + PC803 +
## PC804 + PC805 + PC806 + PC807 + PC808 + PC809 + PC810 + PC811 +
## PC812 + PC813 + PC814 + PC815 + PC816 + PC817 + PC818 + PC819 +
## PC820 + PC821 + PC822 + PC823 + PC824 + PC825 + PC826 + PC827 +
## PC828 + PC829 + PC830 + PC831 + PC832 + PC833 + PC834 + PC835 +
## PC836 + PC837 + PC838 + PC839 + PC840 + PC841 + PC842 + PC843 +
## PC844 + PC845 + PC846 + PC847 + PC848 + PC849 + PC850 + PC851 +
## PC852 + PC853 + PC854 + PC855 + PC856 + PC857 + PC858 + PC859 +
## PC860 + PC861 + PC862 + PC863 + PC864 + PC865 + PC866 + PC867 +
## PC868 + PC869 + PC870 + PC871 + PC872 + PC873 + PC874 + PC875 +
## PC876 + PC877 + PC878 + PC879 + PC880 + PC881 + PC882 + PC883 +
## PC884 + PC885 + PC886 + PC887 + PC888 + PC889 + PC890 + PC891 +
## PC892 + PC893 + PC894 + PC895 + PC896 + PC897 + PC898 + PC899 +
## PC900 + PC901 + PC902 + PC903 + PC904 + PC905 + PC906 + PC907 +
## PC908 + PC909 + PC910 + PC911 + PC912 + PC913 + PC914 + PC915 +
## PC916 + PC917 + PC918 + PC919 + PC920 + PC921 + PC922 + PC923 +
## PC924 + PC925 + PC926 + PC927 + PC928 + PC929 + PC930 + PC931 +
## PC932 + PC933 + PC934 + PC935 + PC936 + PC937 + PC938 + PC939 +
## PC940 + PC941 + PC942 + PC943 + PC944 + PC945 + PC946 + PC947 +
## PC948 + PC949 + PC950 + PC951 + PC952 + PC953 + PC954 + PC955 +
## PC956 + PC957 + PC958 + PC959 + PC960 + PC961 + PC962 + PC963 +
## PC964 + PC965 + PC966 + PC967 + PC968 + PC969 + PC970 + PC971 +
## PC972 + PC973 + PC974 + PC975 + PC976 + PC977 + PC978 + PC979 +
## PC980 + PC981 + PC982 + PC983 + PC984 + PC985 + PC986 + PC987 +
## PC988 + PC989 + PC990 + PC991 + PC992 + PC993 + PC994 + PC995 +
## PC996 + PC997 + PC998 + PC999 + PC1000 + PC1001 + PC1002 +
## PC1003 + PC1004 + PC1005 + PC1006 + PC1007 + PC1008 + PC1009 +
## PC1010 + PC1011 + PC1012 + PC1013 + PC1014 + PC1015 + PC1016 +
## PC1017 + PC1018 + PC1019 + PC1020 + PC1021 + PC1022 + PC1023 +
## PC1024 + PC1025 + PC1026 + PC1027 + PC1028 + PC1029 + PC1030 +
## PC1031 + PC1032 + PC1033 + PC1034 + PC1035 + PC1036 + PC1037 +
## PC1038 + PC1039 + PC1040 + PC1041 + PC1042 + PC1043 + PC1044 +
## PC1045 + PC1046 + PC1047 + PC1048 + PC1049 + PC1050 + PC1051 +
## PC1052 + PC1053 + PC1054 + PC1055 + PC1056 + PC1057 + PC1058 +
## PC1059 + PC1060 + PC1061 + PC1062 + PC1063 + PC1064 + PC1065 +
## PC1066 + PC1067 + PC1068 + PC1069 + PC1070 + PC1071 + PC1072 +
## PC1073 + PC1074 + PC1075 + PC1076 + PC1077 + PC1078 + PC1079 +
## PC1080 + PC1081 + PC1082 + PC1083 + PC1084 + PC1085 + PC1086 +
## PC1087 + PC1088 + PC1089 + PC1090 + PC1091 + PC1092 + PC1093 +
## PC1094 + PC1095 + PC1096 + PC1097 + PC1098 + PC1099 + PC1100 +
## PC1101 + PC1102 + PC1103 + PC1104 + PC1105 + PC1106 + PC1107 +
## PC1108 + PC1109 + PC1110 + PC1111 + PC1112 + PC1113 + PC1114 +
## PC1115 + PC1116 + PC1117 + PC1118 + PC1119 + PC1120 + PC1121 +
## PC1122 + PC1123 + PC1124 + PC1125 + PC1126 + PC1127 + PC1128 +
## PC1129 + PC1130 + PC1131 + PC1132 + PC1133 + PC1134 + PC1135 +
## PC1136 + PC1137 + PC1138 + PC1139 + PC1140 + PC1141 + PC1142 +
## PC1143 + PC1144 + PC1145 + PC1146 + PC1147 + PC1148 + PC1149 +
## PC1150 + PC1151 + PC1152 + PC1153 + PC1154 + PC1155 + PC1156 +
## PC1157 + PC1158 + PC1159 + PC1160 + PC1161 + PC1162 + PC1163 +
## PC1164 + PC1165 + PC1166 + PC1167 + PC1168 + PC1169 + PC1170 +
## PC1171 + PC1172 + PC1173 + PC1174 + PC1175 + PC1176 + PC1177 +
## PC1178 + PC1179 + PC1180 + PC1181 + PC1182 + PC1183 + PC1184 +
## PC1185 + PC1186 + PC1187 + PC1188 + PC1189 + PC1190 + PC1191 +
## PC1192 + PC1193 + PC1194 + PC1195 + PC1196 + PC1197 + PC1198 +
## PC1199 + PC1200 + PC1201 + PC1202 + PC1203 + PC1204 + PC1205 +
## PC1206 + PC1207 + PC1208 + PC1209 + PC1210 + PC1211 + PC1212 +
## PC1213 + PC1214 + PC1215 + PC1216 + PC1217 + PC1218 + PC1219 +
## PC1220 + PC1221 + PC1222 + PC1223 + PC1224 + PC1225 + PC1226 +
## PC1227 + PC1228 + PC1229 + PC1230 + PC1231 + PC1232 + PC1233 +
## PC1234 + PC1235 + PC1236 + PC1237 + PC1238 + PC1239 + PC1240 +
## PC1241 + PC1242 + PC1243 + PC1244 + PC1245 + PC1246 + PC1247 +
## PC1248 + PC1249 + PC1250 + PC1251 + PC1252 + PC1253 + PC1254 +
## PC1255 + PC1256 + PC1257 + PC1258 + PC1259 + PC1260 + PC1261 +
## PC1262 + PC1263 + PC1264 + PC1265 + PC1266 + PC1267 + PC1268 +
## PC1269 + PC1270 + PC1271 + PC1272 + PC1273 + PC1274 + PC1275 +
## PC1276 + PC1277 + PC1278 + PC1279 + PC1280 + PC1281 + PC1282 +
## PC1283 + PC1284 + PC1285 + PC1286 + PC1287 + PC1288 + PC1289 +
## PC1290 + PC1291 + PC1292 + PC1293 + PC1294 + PC1295 + PC1296 +
## PC1297 + PC1298 + PC1299 + PC1300 + PC1301 + PC1302 + PC1303 +
## PC1304 + PC1305 + PC1306 + PC1307 + PC1308 + PC1309 + PC1310 +
## PC1311 + PC1312 + PC1313 + PC1314 + PC1315 + PC1316 + PC1317 +
## PC1318 + PC1319 + PC1320 + PC1321 + PC1322 + PC1323 + PC1324 +
## PC1325 + PC1326 + PC1327 + PC1328 + PC1329 + PC1330 + PC1331 +
## PC1332 + PC1333 + PC1334 + PC1335 + PC1336 + PC1337 + PC1338 +
## PC1339 + PC1340 + PC1341 + PC1342 + PC1343 + PC1344 + PC1345 +
## PC1346 + PC1347 + PC1348 + PC1349 + PC1350 + PC1351 + PC1352 +
## PC1353 + PC1354 + PC1355 + PC1356 + PC1357 + PC1358 + PC1359 +
## PC1360 + PC1361 + PC1362 + PC1363 + PC1364 + PC1365 + PC1366 +
## PC1367 + PC1368 + PC1369 + PC1370 + PC1371 + PC1372 + PC1373 +
## PC1374 + PC1375 + PC1376 + PC1377 + PC1378 + PC1379 + PC1380 +
## PC1381 + PC1382 + PC1383 + PC1384 + PC1385 + PC1386 + PC1387 +
## PC1388 + PC1389 + PC1390 + PC1391 + PC1392 + PC1393 + PC1394 +
## PC1395 + PC1396 + PC1397 + PC1398 + PC1399 + PC1400 + PC1401 +
## PC1402 + PC1403 + PC1404 + PC1405 + PC1406 + PC1407 + PC1408 +
## PC1409 + PC1410 + PC1411 + PC1412 + PC1413 + PC1414 + PC1415 +
## PC1416 + PC1417 + PC1418 + PC1419 + PC1420 + PC1421 + PC1422 +
## PC1423 + PC1424 + PC1425 + PC1426 + PC1427 + PC1428 + PC1429 +
## PC1430 + PC1431 + PC1432 + PC1433 + PC1434 + PC1435 + PC1436 +
## PC1437 + PC1438 + PC1439 + PC1440 + PC1441 + PC1442 + PC1443 +
## PC1444 + PC1445 + PC1446 + PC1447 + PC1448 + PC1449 + PC1450 +
## PC1451 + PC1452 + PC1453 + PC1454 + PC1455 + PC1456 + PC1457 +
## PC1458 + PC1459 + PC1460 + PC1461 + PC1462 + PC1463 + PC1464 +
## PC1465 + PC1466 + PC1467 + PC1468 + PC1469 + PC1470 + PC1471 +
## PC1472 + PC1473 + PC1474 + PC1475 + PC1476 + PC1477 + PC1478 +
## PC1479 + PC1480 + PC1481 + PC1482 + PC1483 + PC1484 + PC1485 +
## PC1486 + PC1487 + PC1488 + PC1489 + PC1490 + PC1491 + PC1492 +
## PC1493 + PC1494 + PC1495 + PC1496 + PC1497 + PC1498 + PC1499 +
## PC1500 + PC1501 + PC1502 + PC1503 + PC1504 + PC1505 + PC1506 +
## PC1507 + PC1508 + PC1509 + PC1510 + PC1511 + PC1512 + PC1513 +
## PC1514 + PC1515 + PC1516 + PC1517 + PC1518 + PC1519 + PC1520 +
## PC1521 + PC1522 + PC1523 + PC1524 + PC1525 + PC1526 + PC1527 +
## PC1528 + PC1529 + PC1530 + PC1531 + PC1532 + PC1533 + PC1534 +
## PC1535 + PC1536 + PC1537 + PC1538 + PC1539 + PC1540 + PC1541 +
## PC1542 + PC1543 + PC1544 + PC1545 + PC1546 + PC1547 + PC1548 +
## PC1549 + PC1550 + PC1551 + PC1552 + PC1553 + PC1554 + PC1555 +
## PC1556 + PC1557 + PC1558 + PC1559 + PC1560 + PC1561 + PC1562 +
## PC1563 + PC1564 + PC1565 + PC1566 + PC1567 + PC1568 + PC1569 +
## PC1570 + PC1571 + PC1572 + PC1573 + PC1574 + PC1575 + PC1576 +
## PC1577 + PC1578 + PC1579 + PC1580 + PC1581 + PC1582 + PC1583 +
## PC1584 + PC1585 + PC1586 + PC1587 + PC1588 + PC1589 + PC1590 +
## PC1591 + PC1592 + PC1593 + PC1594 + PC1595 + PC1596 + PC1597 +
## PC1598 + PC1599 + PC1600 + PC1601 + PC1602 + PC1603 + PC1604 +
## PC1605 + PC1606 + PC1607 + PC1608 + PC1609 + PC1610 + PC1611 +
## PC1612 + PC1613 + PC1614 + PC1615 + PC1616 + PC1617 + PC1618 +
## PC1619 + PC1620 + PC1621 + PC1622 + PC1623 + PC1624 + PC1625 +
## PC1626 + PC1627 + PC1628 + PC1629 + PC1630 + PC1631 + PC1632 +
## PC1633 + PC1634 + PC1635 + PC1636 + PC1637 + PC1638 + PC1639 +
## PC1640 + PC1641 + PC1642 + PC1643 + PC1644 + PC1645 + PC1646 +
## PC1647 + PC1648 + PC1649 + PC1650 + PC1651 + PC1652 + PC1653 +
## PC1654 + PC1655 + PC1656 + PC1657 + PC1658 + PC1659 + PC1660 +
## PC1661 + PC1662 + PC1663 + PC1664 + PC1665 + PC1666 + PC1667 +
## PC1668 + PC1669 + PC1670 + PC1671 + PC1672 + PC1673 + PC1674 +
## PC1675 + PC1676 + PC1677 + PC1678 + PC1679 + PC1680 + PC1681 +
## PC1682 + PC1683 + PC1684 + PC1685 + PC1686 + PC1687 + PC1688 +
## PC1689 + PC1690 + PC1691 + PC1692 + PC1693 + PC1694 + PC1695 +
## PC1696 + PC1697 + PC1698 + PC1699 + PC1700 + PC1701 + PC1702 +
## PC1703 + PC1704 + PC1705 + PC1706 + PC1707 + PC1708 + PC1709 +
## PC1710 + PC1711 + PC1712 + PC1713 + PC1714 + PC1715 + PC1716 +
## PC1717 + PC1718 + PC1719 + PC1720 + PC1721 + PC1722 + PC1723 +
## PC1724 + PC1725 + PC1726 + PC1727 + PC1728 + PC1729 + PC1730 +
## PC1731 + PC1732 + PC1733 + PC1734 + PC1735 + PC1736 + PC1737 +
## PC1738 + PC1739 + PC1740 + PC1741 + PC1742 + PC1743 + PC1744 +
## PC1745 + PC1746 + PC1747 + PC1748 + PC1749 + PC1750 + PC1751 +
## PC1752 + PC1753 + PC1754 + PC1755 + PC1756 + PC1757 + PC1758 +
## PC1759 + PC1760 + PC1761 + PC1762 + PC1763 + PC1764 + PC1765 +
## PC1766 + PC1767 + PC1768 + PC1769 + PC1770 + PC1771 + PC1772 +
## PC1773 + PC1774 + PC1775 + PC1776 + PC1777 + PC1778 + PC1779 +
## PC1780 + PC1781 + PC1782 + PC1783 + PC1784 + PC1785 + PC1786 +
## PC1787 + PC1788 + PC1789 + PC1790 + PC1791 + PC1792 + PC1793 +
## PC1794 + PC1795 + PC1796 + PC1797 + PC1798 + PC1799 + PC1800 +
## PC1801 + PC1802 + PC1803 + PC1804 + PC1805 + PC1806 + PC1807 +
## PC1808 + PC1809 + PC1810 + PC1811 + PC1812 + PC1813 + PC1814 +
## PC1815 + PC1816 + PC1817 + PC1818 + PC1819 + PC1820 + PC1821 +
## PC1822 + PC1823 + PC1824 + PC1825 + PC1826 + PC1827 + PC1828 +
## PC1829 + PC1830 + PC1831 + PC1832 + PC1833 + PC1834 + PC1835 +
## PC1836 + PC1837 + PC1838 + PC1839 + PC1840 + PC1841 + PC1842 +
## PC1843 + PC1844 + PC1845 + PC1846 + PC1847 + PC1848 + PC1849 +
## PC1850 + PC1851 + PC1852 + PC1853 + PC1854 + PC1855 + PC1856 +
## PC1857 + PC1858 + PC1859 + PC1860 + PC1861 + PC1862 + PC1863 +
## PC1864 + PC1865 + PC1866 + PC1867 + PC1868 + PC1869 + PC1870 +
## PC1871 + PC1872 + PC1873 + PC1874 + PC1875 + PC1876 + PC1877 +
## PC1878 + PC1879 + PC1880 + PC1881 + PC1882 + PC1883 + PC1884 +
## PC1885 + PC1886 + PC1887 + PC1888 + PC1889 + PC1890 + PC1891 +
## PC1892 + PC1893 + PC1894 + PC1895 + PC1896 + PC1897 + PC1898 +
## PC1899 + PC1900 + PC1901 + PC1902 + PC1903 + PC1904 + PC1905 +
## PC1906 + PC1907 + PC1908 + PC1909 + PC1910 + PC1911 + PC1912 +
## PC1913 + PC1914 + PC1915 + PC1916 + PC1917 + PC1918 + PC1919 +
## PC1920 + PC1921 + PC1922 + PC1923 + PC1924 + PC1925 + PC1926 +
## PC1927 + PC1928 + PC1929 + PC1930 + PC1931 + PC1932 + PC1933 +
## PC1934 + PC1935 + PC1936 + PC1937 + PC1938 + PC1939 + PC1940 +
## PC1941 + PC1942 + PC1943 + PC1944 + PC1945 + PC1946 + PC1947 +
## PC1948 + PC1949 + PC1950 + PC1951 + PC1952 + PC1953 + PC1954 +
## PC1955 + PC1956 + PC1957 + PC1958 + PC1959 + PC1960 + PC1961 +
## PC1962 + PC1963 + PC1964 + PC1965 + PC1966 + PC1967 + PC1968 +
## PC1969 + PC1970 + PC1971 + PC1972 + PC1973 + PC1974 + PC1975 +
## PC1976 + PC1977 + PC1978 + PC1979 + PC1980 + PC1981 + PC1982 +
## PC1983 + PC1984 + PC1985 + PC1986 + PC1987 + PC1988 + PC1989 +
## PC1990 + PC1991 + PC1992 + PC1993 + PC1994 + PC1995 + PC1996 +
## PC1997 + PC1998 + PC1999 + PC2000 + PC2001 + PC2002 + PC2003 +
## PC2004 + PC2005 + PC2006 + PC2007 + PC2008 + PC2009 + PC2010 +
## PC2011 + PC2012 + PC2013 + PC2014 + PC2015 + PC2016 + PC2017 +
## PC2018 + PC2019 + PC2020 + PC2021 + PC2022 + PC2023 + PC2024 +
## PC2025 + PC2026 + PC2027 + PC2028 + PC2029 + PC2030 + PC2031 +
## PC2032 + PC2033 + PC2034 + PC2035 + PC2036 + PC2037 + PC2038 +
## PC2039 + PC2040 + PC2041 + PC2042 + PC2043 + PC2044 + PC2045 +
## PC2046 + PC2047 + PC2048 + PC2049 + PC2050 + PC2051 + PC2052 +
## PC2053 + PC2054 + PC2055 + PC2056 + PC2057 + PC2058 + PC2059 +
## PC2060 + PC2061 + PC2062 + PC2063 + PC2064 + PC2065 + PC2066 +
## PC2067 + PC2068 + PC2069 + PC2070 + PC2071 + PC2072 + PC2073 +
## PC2074 + PC2075 + PC2076 + PC2077 + PC2078 + PC2079 + PC2080 +
## PC2081 + PC2082 + PC2083 + PC2084 + PC2085 + PC2086 + PC2087 +
## PC2088 + PC2089 + PC2090 + PC2091 + PC2092 + PC2093 + PC2094 +
## PC2095 + PC2096 + PC2097 + PC2098 + PC2099 + PC2100 + PC2101 +
## PC2102 + PC2103 + PC2104 + PC2105 + PC2106 + PC2107 + PC2108 +
## PC2109 + PC2110 + PC2111 + PC2112 + PC2113 + PC2114 + PC2115 +
## PC2116 + PC2117 + PC2118 + PC2119 + PC2120 + PC2121 + PC2122 +
## PC2123 + PC2124 + PC2125 + PC2126 + PC2127 + PC2128 + PC2129 +
## PC2130 + PC2131 + PC2132 + PC2133 + PC2134 + PC2135 + PC2136 +
## PC2137 + PC2138 + PC2139 + PC2140 + PC2141 + PC2142 + PC2143 +
## PC2144 + PC2145 + PC2146 + PC2147 + PC2148 + PC2149 + PC2150 +
## PC2151 + PC2152 + PC2153 + PC2154 + PC2155 + PC2156 + PC2157 +
## PC2158 + PC2159 + PC2160 + PC2161 + PC2162 + PC2163 + PC2164 +
## PC2165 + PC2166 + PC2167 + PC2168 + PC2169 + PC2170 + PC2171 +
## PC2172 + PC2173 + PC2174 + PC2175 + PC2176 + PC2177 + PC2178 +
## PC2179 + PC2180 + PC2181 + PC2182 + PC2183 + PC2184 + PC2185 +
## PC2186 + PC2187 + PC2188 + PC2189 + PC2190 + PC2191 + PC2192 +
## PC2193 + PC2194 + PC2195 + PC2196 + PC2197 + PC2198 + PC2199 +
## PC2200 + PC2201 + PC2202 + PC2203 + PC2204 + PC2205 + PC2206 +
## PC2207 + PC2208 + PC2209 + PC2210 + PC2211 + PC2212 + PC2213 +
## PC2214 + PC2215 + PC2216 + PC2217 + PC2218 + PC2219 + PC2220 +
## PC2221 + PC2222 + PC2223 + PC2224 + PC2225 + PC2226 + PC2227 +
## PC2228 + PC2229 + PC2230 + PC2231 + PC2232 + PC2233 + PC2234 +
## PC2235 + PC2236 + PC2237 + PC2238 + PC2239 + PC2240 + PC2241 +
## PC2242 + PC2243 + PC2244 + PC2245 + PC2246 + PC2247 + PC2248 +
## PC2249 + PC2250 + PC2251 + PC2252 + PC2253 + PC2254 + PC2255 +
## PC2256 + PC2257 + PC2258 + PC2259 + PC2260 + PC2261 + PC2262 +
## PC2263 + PC2264 + PC2265 + PC2266 + PC2267 + PC2268 + PC2269 +
## PC2270 + PC2271 + PC2272 + PC2273 + PC2274 + PC2275 + PC2276 +
## PC2277 + PC2278 + PC2279 + PC2280 + PC2281 + PC2282 + PC2283 +
## PC2284 + PC2285 + PC2286 + PC2287 + PC2288 + PC2289 + PC2290 +
## PC2291 + PC2292 + PC2293 + PC2294 + PC2295 + PC2296 + PC2297 +
## PC2298 + PC2299 + PC2300 + PC2301 + PC2302 + PC2303 + PC2304 +
## PC2305 + PC2306 + PC2307 + PC2308 + PC2309 + PC2310 + PC2311 +
## PC2312 + PC2313 + PC2314 + PC2315 + PC2316 + PC2317 + PC2318 +
## PC2319 + PC2320 + PC2321 + PC2322 + PC2323 + PC2324 + PC2325 +
## PC2326 + PC2327 + PC2328 + PC2329 + PC2330 + PC2331 + PC2332 +
## PC2333 + PC2334 + PC2335 + PC2336 + PC2337 + PC2338 + PC2339 +
## PC2340 + PC2341 + PC2342 + PC2343 + PC2344 + PC2345 + PC2346 +
## PC2347 + PC2348 + PC2349 + PC2350 + PC2351 + PC2352 + PC2353 +
## PC2354 + PC2355 + PC2356 + PC2357 + PC2358 + PC2359 + PC2360 +
## PC2361 + PC2362 + PC2363 + PC2364 + PC2365 + PC2366 + PC2367 +
## PC2368 + PC2369 + PC2370 + PC2371 + PC2372 + PC2373 + PC2374 +
## PC2375 + PC2376 + PC2377 + PC2378 + PC2379 + PC2380 + PC2381 +
## PC2382 + PC2383 + PC2384 + PC2385 + PC2386 + PC2387 + PC2388 +
## PC2389 + PC2390 + PC2391 + PC2392 + PC2393 + PC2394 + PC2395 +
## PC2396 + PC2397 + PC2398 + PC2399 + PC2400 + PC2401 + PC2402 +
## PC2403 + PC2404 + PC2405 + PC2406 + PC2407 + PC2408 + PC2409 +
## PC2410 + PC2411 + PC2412 + PC2413 + PC2414 + PC2415 + PC2416 +
## PC2417 + PC2418 + PC2419 + PC2420 + PC2421 + PC2422 + PC2423 +
## PC2424 + PC2425 + PC2426 + PC2427 + PC2428 + PC2429 + PC2430 +
## PC2431 + PC2432 + PC2433 + PC2434 + PC2435 + PC2436 + PC2437 +
## PC2438 + PC2439 + PC2440 + PC2441 + PC2442 + PC2443 + PC2444 +
## PC2445 + PC2446 + PC2447 + PC2448 + PC2449 + PC2450 + PC2451 +
## PC2452 + PC2453 + PC2454 + PC2455 + PC2456 + PC2457 + PC2458 +
## PC2459 + PC2460 + PC2461 + PC2462 + PC2463 + PC2464 + PC2465 +
## PC2466 + PC2467 + PC2468 + PC2469 + PC2470 + PC2471 + PC2472 +
## PC2473 + PC2474 + PC2475 + PC2476 + PC2477 + PC2478 + PC2479 +
## PC2480 + PC2481 + PC2482 + PC2483 + PC2484 + PC2485 + PC2486 +
## PC2487 + PC2488 + PC2489 + PC2490 + PC2491 + PC2492 + PC2493 +
## PC2494 + PC2495 + PC2496 + PC2497 + PC2498 + PC2499 + PC2500 +
## PC2501 + PC2502 + PC2503 + PC2504 + PC2505 + PC2506 + PC2507 +
## PC2508 + PC2509 + PC2510 + PC2511 + PC2512 + PC2513 + PC2514 +
## PC2515 + PC2516 + PC2517 + PC2518 + PC2519 + PC2520 + PC2521 +
## PC2522 + PC2523 + PC2524 + PC2525 + PC2526 + PC2527 + PC2528 +
## PC2529 + PC2530 + PC2531 + PC2532 + PC2533 + PC2534 + PC2535 +
## PC2536 + PC2537 + PC2538 + PC2539 + PC2540 + PC2541 + PC2542 +
## PC2543 + PC2544 + PC2545 + PC2546 + PC2547 + PC2548 + PC2549 +
## PC2550 + PC2551 + PC2552 + PC2553 + PC2554 + PC2555 + PC2556 +
## PC2557 + PC2558 + PC2559 + PC2560 + PC2561 + PC2562 + PC2563 +
## PC2564 + PC2565 + PC2566 + PC2567 + PC2568 + PC2569 + PC2570 +
## PC2571 + PC2572 + PC2573 + PC2574 + PC2575 + PC2576 + PC2577 +
## PC2578 + PC2579 + PC2580 + PC2581 + PC2582 + PC2583 + PC2584 +
## PC2585 + PC2586 + PC2587 + PC2588 + PC2589 + PC2590 + PC2591 +
## PC2592 + PC2593 + PC2594 + PC2595 + PC2596 + PC2597 + PC2598 +
## PC2599 + PC2600 + PC2601 + PC2602 + PC2603 + PC2604 + PC2605 +
## PC2606 + PC2607 + PC2608 + PC2609 + PC2610 + PC2611 + PC2612 +
## PC2613 + PC2614 + PC2615 + PC2616 + PC2617 + PC2618 + PC2619 +
## PC2620 + PC2621 + PC2622 + PC2623 + PC2624 + PC2625 + PC2626 +
## PC2627 + PC2628 + PC2629 + PC2630 + PC2631 + PC2632 + PC2633 +
## PC2634 + PC2635 + PC2636 + PC2637 + PC2638 + PC2639 + PC2640 +
## PC2641 + PC2642 + PC2643 + PC2644 + PC2645 + PC2646 + PC2647 +
## PC2648 + PC2649 + PC2650 + PC2651 + PC2652 + PC2653 + PC2654 +
## PC2655 + PC2656 + PC2657 + PC2658 + PC2659 + PC2660 + PC2661 +
## PC2662 + PC2663 + PC2664 + PC2665 + PC2666 + PC2667 + PC2668 +
## PC2669 + PC2670 + PC2671 + PC2672 + PC2673 + PC2674 + PC2675 +
## PC2676 + PC2677 + PC2678 + PC2679 + PC2680 + PC2681 + PC2682 +
## PC2683 + PC2684 + PC2685 + PC2686 + PC2687 + PC2688 + PC2689 +
## PC2690 + PC2691 + PC2692 + PC2693 + PC2694 + PC2695 + PC2696 +
## PC2697 + PC2698 + PC2699 + PC2700 + PC2701 + PC2702 + PC2703 +
## PC2704 + PC2705 + PC2706 + PC2707 + PC2708 + PC2709 + PC2710 +
## PC2711 + PC2712 + PC2713 + PC2714 + PC2715 + PC2716 + PC2717 +
## PC2718 + PC2719 + PC2720 + PC2721 + PC2722 + PC2723 + PC2724 +
## PC2725 + PC2726 + PC2727 + PC2728 + PC2729 + PC2730 + PC2731 +
## PC2732 + PC2733 + PC2734 + PC2735 + PC2736 + PC2737 + PC2738 +
## PC2739 + PC2740 + PC2741 + PC2742 + PC2743 + PC2744 + PC2745 +
## PC2746 + PC2747 + PC2748 + PC2749 + PC2750 + PC2751 + PC2752 +
## PC2753 + PC2754 + PC2755 + PC2756 + PC2757 + PC2758 + PC2759 +
## PC2760 + PC2761 + PC2762 + PC2763 + PC2764 + PC2765 + PC2766 +
## PC2767 + PC2768 + PC2769 + PC2770 + PC2771 + PC2772 + PC2773 +
## PC2774 + PC2775 + PC2776 + PC2777 + PC2778 + PC2779 + PC2780 +
## PC2781 + PC2782 + PC2783 + PC2784 + PC2785 + PC2786 + PC2787 +
## PC2788 + PC2789 + PC2790 + PC2791 + PC2792 + PC2793 + PC2794 +
## PC2795 + PC2796 + PC2797 + PC2798 + PC2799 + PC2800 + PC2801 +
## PC2802 + PC2803 + PC2804 + PC2805 + PC2806 + PC2807 + PC2808 +
## PC2809 + PC2810 + PC2811 + PC2812 + PC2813 + PC2814 + PC2815 +
## PC2816 + PC2817 + PC2818 + PC2819 + PC2820 + PC2821 + PC2822 +
## PC2823 + PC2824 + PC2825 + PC2826 + PC2827 + PC2828 + PC2829 +
## PC2830 + PC2831 + PC2832 + PC2833 + PC2834 + PC2835 + PC2836 +
## PC2837 + PC2838 + PC2839 + PC2840 + PC2841 + PC2842 + PC2843 +
## PC2844 + PC2845 + PC2846 + PC2847 + PC2848 + PC2849 + PC2850 +
## PC2851 + PC2852 + PC2853 + PC2854 + PC2855 + PC2856 + PC2857 +
## PC2858 + PC2859 + PC2860 + PC2861 + PC2862 + PC2863 + PC2864 +
## PC2865 + PC2866 + PC2867 + PC2868 + PC2869 + PC2870 + PC2871 +
## PC2872 + PC2873 + PC2874 + PC2875 + PC2876 + PC2877 + PC2878 +
## PC2879 + PC2880 + PC2881 + PC2882 + PC2883 + PC2884 + PC2885 +
## PC2886 + PC2887 + PC2888 + PC2889 + PC2890 + PC2891 + PC2892 +
## PC2893 + PC2894 + PC2895 + PC2896 + PC2897 + PC2898 + PC2899 +
## PC2900 + PC2901 + PC2902 + PC2903 + PC2904 + PC2905 + PC2906 +
## PC2907 + PC2908 + PC2909 + PC2910 + PC2911 + PC2912 + PC2913 +
## PC2914 + PC2915 + PC2916 + PC2917 + PC2918 + PC2919 + PC2920 +
## PC2921 + PC2922 + PC2923 + PC2924 + PC2925 + PC2926 + PC2927 +
## PC2928 + PC2929 + PC2930 + PC2931 + PC2932 + PC2933 + PC2934 +
## PC2935 + PC2936 + PC2937 + PC2938 + PC2939 + PC2940 + PC2941 +
## PC2942 + PC2943 + PC2944 + PC2945 + PC2946 + PC2947 + PC2948 +
## PC2949 + PC2950 + PC2951 + PC2952 + PC2953 + PC2954 + PC2955 +
## PC2956 + PC2957 + PC2958 + PC2959 + PC2960 + PC2961 + PC2962 +
## PC2963 + PC2964 + PC2965 + PC2966 + PC2967 + PC2968 + PC2969 +
## PC2970 + PC2971 + PC2972 + PC2973 + PC2974 + PC2975 + PC2976 +
## PC2977 + PC2978 + PC2979 + PC2980 + PC2981 + PC2982 + PC2983 +
## PC2984 + PC2985 + PC2986 + PC2987 + PC2988 + PC2989 + PC2990 +
## PC2991 + PC2992 + PC2993 + PC2994 + PC2995 + PC2996 + PC2997 +
## PC2998 + PC2999 + PC3000 + PC3001 + PC3002 + PC3003 + PC3004 +
## PC3005 + PC3006 + PC3007 + PC3008 + PC3009 + PC3010 + PC3011 +
## PC3012 + PC3013 + PC3014 + PC3015 + PC3016 + PC3017 + PC3018 +
## PC3019 + PC3020 + PC3021 + PC3022 + PC3023 + PC3024 + PC3025 +
## PC3026 + PC3027 + PC3028 + PC3029 + PC3030 + PC3031 + PC3032 +
## PC3033 + PC3034 + PC3035 + PC3036 + PC3037 + PC3038 + PC3039 +
## PC3040 + PC3041 + PC3042 + PC3043 + PC3044 + PC3045 + PC3046 +
## PC3047 + PC3048 + PC3049 + PC3050 + PC3051 + PC3052 + PC3053 +
## PC3054 + PC3055 + PC3056 + PC3057 + PC3058 + PC3059 + PC3060 +
## PC3061 + PC3062 + PC3063 + PC3064 + PC3065 + PC3066 + PC3067 +
## PC3068 + PC3069 + PC3070 + PC3071 + PC3072 + PC3073 + PC3074 +
## PC3075 + PC3076 + PC3077 + PC3078 + PC3079 + PC3080 + PC3081 +
## PC3082 + PC3083 + PC3084 + PC3085 + PC3086 + PC3087 + PC3088 +
## PC3089 + PC3090 + PC3091 + PC3092 + PC3093 + PC3094 + PC3095 +
## PC3096 + PC3097 + PC3098 + PC3099 + PC3100 + PC3101 + PC3102 +
## PC3103 + PC3104 + PC3105 + PC3106 + PC3107 + PC3108 + PC3109 +
## PC3110 + PC3111 + PC3112 + PC3113 + PC3114 + PC3115 + PC3116 +
## PC3117 + PC3118 + PC3119 + PC3120 + PC3121 + PC3122 + PC3123 +
## PC3124 + PC3125 + PC3126 + PC3127 + PC3128 + PC3129 + PC3130 +
## PC3131 + PC3132 + PC3133 + PC3134 + PC3135 + PC3136 + PC3137 +
## PC3138 + PC3139 + PC3140 + PC3141 + PC3142 + PC3143 + PC3144 +
## PC3145 + PC3146 + PC3147 + PC3148 + PC3149 + PC3150 + PC3151 +
## PC3152 + PC3153 + PC3154 + PC3155 + PC3156 + PC3157 + PC3158 +
## PC3159 + PC3160 + PC3161 + PC3162 + PC3163 + PC3164 + PC3165 +
## PC3166 + PC3167 + PC3168 + PC3169 + PC3170 + PC3171 + PC3172 +
## PC3173 + PC3174 + PC3175 + PC3176 + PC3177 + PC3178 + PC3179 +
## PC3180 + PC3181 + PC3182 + PC3183 + PC3184 + PC3185 + PC3186 +
## PC3187 + PC3188 + PC3189 + PC3190 + PC3191 + PC3192 + PC3193 +
## PC3194 + PC3195 + PC3196 + PC3197 + PC3198 + PC3199 + PC3200 +
## PC3201 + PC3202 + PC3203 + PC3204 + PC3205 + PC3206 + PC3207 +
## PC3208 + PC3209 + PC3210 + PC3211 + PC3212 + PC3213 + PC3214 +
## PC3215 + PC3216 + PC3217 + PC3218 + PC3219 + PC3220 + PC3221 +
## PC3222 + PC3223 + PC3224 + PC3225 + PC3226 + PC3227 + PC3228 +
## PC3229 + PC3230 + PC3231 + PC3232 + PC3233 + PC3234 + PC3235 +
## PC3236 + PC3237 + PC3238 + PC3239 + PC3240 + PC3241 + PC3242 +
## PC3243 + PC3244 + PC3245 + PC3246 + PC3247 + PC3248 + PC3249 +
## PC3250 + PC3251 + PC3252 + PC3253 + PC3254 + PC3255 + PC3256 +
## PC3257 + PC3258 + PC3259 + PC3260 + PC3261 + PC3262 + PC3263 +
## PC3264 + PC3265 + PC3266 + PC3267 + PC3268 + PC3269 + PC3270 +
## PC3271 + PC3272 + PC3273 + PC3274 + PC3275 + PC3276 + PC3277 +
## PC3278 + PC3279 + PC3280 + PC3281 + PC3282 + PC3283 + PC3284 +
## PC3285 + PC3286 + PC3287 + PC3288 + PC3289 + PC3290 + PC3291 +
## PC3292 + PC3293 + PC3294 + PC3295 + PC3296 + PC3297 + PC3298 +
## PC3299 + PC3300 + PC3301 + PC3302 + PC3303 + PC3304 + PC3305 +
## PC3306 + PC3307 + PC3308 + PC3309 + PC3310 + PC3311 + PC3312 +
## PC3313 + PC3314 + PC3315 + PC3316 + PC3317 + PC3318 + PC3319 +
## PC3320 + PC3321 + PC3322 + PC3323 + PC3324 + PC3325 + PC3326 +
## PC3327 + PC3328 + PC3329 + PC3330 + PC3331 + PC3332 + PC3333 +
## PC3334 + PC3335 + PC3336 + PC3337 + PC3338 + PC3339 + PC3340 +
## PC3341 + PC3342 + PC3343 + PC3344 + PC3345 + PC3346 + PC3347 +
## PC3348 + PC3349 + PC3350 + PC3351 + PC3352 + PC3353 + PC3354 +
## PC3355 + PC3356 + PC3357 + PC3358 + PC3359 + PC3360 + PC3361 +
## PC3362 + PC3363 + PC3364 + PC3365 + PC3366 + PC3367 + PC3368 +
## PC3369 + PC3370 + PC3371 + PC3372 + PC3373 + PC3374 + PC3375 +
## PC3376 + PC3377 + PC3378 + PC3379 + PC3380 + PC3381 + PC3382 +
## PC3383 + PC3384 + PC3385 + PC3386 + PC3387 + PC3388 + PC3389 +
## PC3390 + PC3391 + PC3392 + PC3393 + PC3394 + PC3395 + PC3396 +
## PC3397 + PC3398 + PC3399 + PC3400 + PC3401 + PC3402 + PC3403 +
## PC3404 + PC3405 + PC3406 + PC3407 + PC3408 + PC3409 + PC3410 +
## PC3411 + PC3412 + PC3413 + PC3414 + PC3415 + PC3416 + PC3417 +
## PC3418 + PC3419 + PC3420 + PC3421 + PC3422 + PC3423 + PC3424 +
## PC3425 + PC3426 + PC3427 + PC3428 + PC3429 + PC3430 + PC3431 +
## PC3432 + PC3433 + PC3434 + PC3435 + PC3436 + PC3437 + PC3438 +
## PC3439 + PC3440 + PC3441 + PC3442 + PC3443 + PC3444 + PC3445 +
## PC3446 + PC3447 + PC3448 + PC3449 + PC3450 + PC3451 + PC3452 +
## PC3453 + PC3454 + PC3455 + PC3456 + PC3457 + PC3458 + PC3459 +
## PC3460 + PC3461 + PC3462 + PC3463 + PC3464 + PC3465 + PC3466 +
## PC3467 + PC3468 + PC3469 + PC3470 + PC3471 + PC3472 + PC3473 +
## PC3474 + PC3475 + PC3476 + PC3477 + PC3478 + PC3479 + PC3480 +
## PC3481 + PC3482 + PC3483 + PC3484 + PC3485 + PC3486 + PC3487 +
## PC3488 + PC3489 + PC3490 + PC3491 + PC3492 + PC3493 + PC3494 +
## PC3495 + PC3496 + PC3497 + PC3498 + PC3499 + PC3500 + PC3501 +
## PC3502 + PC3503 + PC3504 + PC3505 + PC3506 + PC3507 + PC3508 +
## PC3509 + PC3510 + PC3511 + PC3512 + PC3513 + PC3514 + PC3515 +
## PC3516 + PC3517 + PC3518 + PC3519 + PC3520 + PC3521 + PC3522 +
## PC3523 + PC3524 + PC3525 + PC3526 + PC3527 + PC3528 + PC3529 +
## PC3530 + PC3531 + PC3532 + PC3533 + PC3534 + PC3535 + PC3536 +
## PC3537 + PC3538 + PC3539 + PC3540 + PC3541 + PC3542 + PC3543 +
## PC3544 + PC3545 + PC3546 + PC3547 + PC3548 + PC3549 + PC3550 +
## PC3551 + PC3552 + PC3553 + PC3554 + PC3555 + PC3556 + PC3557 +
## PC3558 + PC3559 + PC3560 + PC3561 + PC3562 + PC3563 + PC3564 +
## PC3565 + PC3566 + PC3567 + PC3568 + PC3569 + PC3570 + PC3571 +
## PC3572 + PC3573 + PC3574 + PC3575 + PC3576 + PC3577 + PC3578 +
## PC3579 + PC3580 + PC3581 + PC3582 + PC3583 + PC3584 + PC3585 +
## PC3586 + PC3587 + PC3588 + PC3589 + PC3590 + PC3591 + PC3592 +
## PC3593 + PC3594 + PC3595 + PC3596 + PC3597 + PC3598 + PC3599 +
## PC3600 + PC3601 + PC3602 + PC3603 + PC3604 + PC3605 + PC3606 +
## PC3607 + PC3608 + PC3609 + PC3610 + PC3611 + PC3612 + PC3613 +
## PC3614 + PC3615 + PC3616 + PC3617 + PC3618 + PC3619 + PC3620 +
## PC3621 + PC3622 + PC3623 + PC3624 + PC3625 + PC3626 + PC3627 +
## PC3628 + PC3629 + PC3630 + PC3631 + PC3632 + PC3633 + PC3634 +
## PC3635 + PC3636 + PC3637 + PC3638 + PC3639 + PC3640 + PC3641 +
## PC3642 + PC3643 + PC3644 + PC3645 + PC3646 + PC3647 + PC3648 +
## PC3649 + PC3650 + PC3651 + PC3652 + PC3653 + PC3654 + PC3655 +
## PC3656 + PC3657 + PC3658 + PC3659 + PC3660 + PC3661 + PC3662 +
## PC3663 + PC3664 + PC3665 + PC3666 + PC3667 + PC3668 + PC3669 +
## PC3670 + PC3671 + PC3672 + PC3673 + PC3674 + PC3675 + PC3676 +
## PC3677 + PC3678 + PC3679 + PC3680 + PC3681 + PC3682 + PC3683 +
## PC3684 + PC3685 + PC3686 + PC3687 + PC3688 + PC3689 + PC3690 +
## PC3691 + PC3692 + PC3693 + PC3694 + PC3695 + PC3696 + PC3697 +
## PC3698 + PC3699 + PC3700 + PC3701 + PC3702 + PC3703 + PC3704 +
## PC3705 + PC3706 + PC3707 + PC3708 + PC3709 + PC3710 + PC3711 +
## PC3712 + PC3713 + PC3714 + PC3715 + PC3716 + PC3717 + PC3718 +
## PC3719 + PC3720 + PC3721 + PC3722 + PC3723 + PC3724 + PC3725 +
## PC3726 + PC3727 + PC3728 + PC3729 + PC3730 + PC3731 + PC3732 +
## PC3733 + PC3734 + PC3735 + PC3736 + PC3737 + PC3738 + PC3739 +
## PC3740 + PC3741 + PC3742 + PC3743 + PC3744 + PC3745 + PC3746 +
## PC3747 + PC3748 + PC3749 + PC3750 + PC3751 + PC3752 + PC3753 +
## PC3754 + PC3755 + PC3756 + PC3757 + PC3758 + PC3759 + PC3760 +
## PC3761 + PC3762 + PC3763 + PC3764 + PC3765 + PC3766 + PC3767 +
## PC3768 + PC3769 + PC3770 + PC3771 + PC3772 + PC3773 + PC3774 +
## PC3775 + PC3776 + PC3777 + PC3778 + PC3779 + PC3780 + PC3781 +
## PC3782 + PC3783 + PC3784 + PC3785 + PC3786 + PC3787 + PC3788 +
## PC3789 + PC3790 + PC3791 + PC3792 + PC3793 + PC3794 + PC3795 +
## PC3796 + PC3797 + PC3798 + PC3799 + PC3800 + PC3801 + PC3802 +
## PC3803 + PC3804 + PC3805 + PC3806 + PC3807 + PC3808 + PC3809 +
## PC3810 + PC3811 + PC3812 + PC3813 + PC3814 + PC3815 + PC3816 +
## PC3817 + PC3818 + PC3819 + PC3820 + PC3821 + PC3822 + PC3823 +
## PC3824 + PC3825 + PC3826 + PC3827 + PC3828 + PC3829 + PC3830 +
## PC3831 + PC3832 + PC3833 + PC3834print(grand.mean.formula)## y3.log ~ 1# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]Full Model
Train
model.full = lm(formula , data.train)
summary(model.full)##
## Call:
## lm(formula = formula, data = data.train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.063452 -0.011175 -0.000305 0.010629 0.065517
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.097e+00 4.835e-04 4337.674 < 2e-16 ***
## PC1 -3.960e-05 8.516e-05 -0.465 0.641934
## PC2 -3.283e-04 8.581e-05 -3.826 0.000135 ***
## PC3 2.072e-04 8.468e-05 2.447 0.014498 *
## PC4 4.649e-05 8.438e-05 0.551 0.581694
## PC5 1.039e-04 8.723e-05 1.191 0.233912
## PC6 5.502e-05 8.672e-05 0.634 0.525874
## PC7 4.701e-05 8.563e-05 0.549 0.583110
## PC8 -2.433e-04 8.706e-05 -2.795 0.005250 **
## PC9 -3.034e-04 8.564e-05 -3.542 0.000407 ***
## PC10 1.856e-04 8.507e-05 2.181 0.029286 *
## PC11 9.142e-05 8.673e-05 1.054 0.291978
## PC12 2.713e-04 8.760e-05 3.098 0.001982 **
## PC13 -1.198e-04 8.698e-05 -1.377 0.168656
## PC14 -1.219e-05 8.705e-05 -0.140 0.888630
## PC15 -5.115e-05 8.648e-05 -0.592 0.554240
## PC16 -1.241e-04 8.798e-05 -1.411 0.158568
## PC17 -2.468e-05 8.775e-05 -0.281 0.778534
## PC18 3.240e-05 8.898e-05 0.364 0.715764
## PC19 1.772e-04 8.682e-05 2.041 0.041400 *
## PC20 -1.165e-04 8.936e-05 -1.304 0.192500
## PC21 2.492e-04 8.787e-05 2.836 0.004621 **
## PC22 -1.614e-04 8.739e-05 -1.847 0.064988 .
## PC23 2.553e-04 8.809e-05 2.898 0.003806 **
## PC24 1.157e-05 9.135e-05 0.127 0.899194
## PC25 -8.219e-06 8.962e-05 -0.092 0.926940
## PC26 1.371e-04 9.018e-05 1.520 0.128711
## PC27 3.299e-04 8.964e-05 3.680 0.000240 ***
## PC28 -1.172e-04 9.026e-05 -1.299 0.194273
## PC29 -1.043e-04 8.747e-05 -1.192 0.233458
## PC30 5.036e-05 8.824e-05 0.571 0.568275
## PC31 -1.299e-04 8.869e-05 -1.465 0.143224
## PC32 -4.201e-05 8.966e-05 -0.468 0.639494
## PC33 -1.170e-04 9.065e-05 -1.291 0.196914
## PC34 -3.022e-05 9.025e-05 -0.335 0.737752
## PC35 -3.476e-05 9.159e-05 -0.379 0.704370
## PC36 -1.574e-04 9.175e-05 -1.715 0.086476 .
## PC37 2.081e-04 9.179e-05 2.267 0.023504 *
## PC38 -2.917e-04 9.065e-05 -3.219 0.001312 **
## PC39 2.133e-04 8.936e-05 2.387 0.017082 *
## PC40 -7.999e-05 9.001e-05 -0.889 0.374286
## PC41 -2.158e-08 9.198e-05 0.000 0.999813
## PC42 6.140e-06 9.199e-05 0.067 0.946788
## PC43 -3.236e-04 9.189e-05 -3.522 0.000440 ***
## PC44 -7.438e-05 8.973e-05 -0.829 0.407253
## PC45 -1.531e-04 9.204e-05 -1.663 0.096503 .
## PC46 -1.833e-04 9.206e-05 -1.991 0.046658 *
## PC47 -1.244e-04 9.410e-05 -1.322 0.186499
## PC48 -3.283e-05 8.915e-05 -0.368 0.712777
## PC49 2.105e-04 9.109e-05 2.311 0.020929 *
## PC50 -2.204e-05 9.062e-05 -0.243 0.807871
## PC51 -6.971e-05 9.280e-05 -0.751 0.452630
## PC52 8.178e-05 9.408e-05 0.869 0.384852
## PC53 -1.964e-04 9.124e-05 -2.153 0.031485 *
## PC54 3.781e-05 9.146e-05 0.413 0.679383
## PC55 8.559e-05 9.349e-05 0.915 0.360101
## PC56 -1.893e-04 9.269e-05 -2.042 0.041304 *
## PC57 1.022e-04 9.350e-05 1.093 0.274330
## PC58 1.483e-05 9.458e-05 0.157 0.875403
## PC59 -1.446e-04 9.146e-05 -1.581 0.114146
## PC60 -3.854e-04 9.255e-05 -4.165 3.27e-05 ***
## PC61 -6.070e-05 9.110e-05 -0.666 0.505346
## PC62 1.149e-05 9.262e-05 0.124 0.901274
## PC63 -1.153e-05 9.401e-05 -0.123 0.902433
## PC64 1.832e-05 9.425e-05 0.194 0.845892
## PC65 -3.820e-04 9.418e-05 -4.056 5.21e-05 ***
## PC66 1.103e-04 9.260e-05 1.191 0.233967
## PC67 3.363e-04 9.299e-05 3.616 0.000308 ***
## PC68 6.441e-07 9.335e-05 0.007 0.994495
## PC69 -9.244e-05 9.336e-05 -0.990 0.322260
## PC70 1.555e-06 9.377e-05 0.017 0.986773
## PC71 -4.682e-05 9.317e-05 -0.503 0.615359
## PC72 -1.954e-04 9.371e-05 -2.085 0.037228 *
## PC73 2.081e-04 9.452e-05 2.201 0.027854 *
## PC74 7.467e-05 9.287e-05 0.804 0.421494
## PC75 -5.196e-05 9.317e-05 -0.558 0.577121
## PC76 1.406e-04 9.293e-05 1.513 0.130396
## PC77 -5.849e-05 9.305e-05 -0.629 0.529711
## PC78 5.806e-05 9.431e-05 0.616 0.538213
## PC79 -4.748e-05 9.485e-05 -0.501 0.616740
## PC80 2.312e-04 9.392e-05 2.462 0.013926 *
## PC81 -1.401e-04 9.630e-05 -1.454 0.146018
## PC82 -2.104e-05 9.700e-05 -0.217 0.828284
## PC83 3.102e-05 9.444e-05 0.328 0.742615
## PC84 -2.112e-04 9.439e-05 -2.238 0.025368 *
## PC85 3.891e-04 9.653e-05 4.031 5.80e-05 ***
## PC86 -4.821e-04 9.485e-05 -5.083 4.11e-07 ***
## PC87 1.544e-04 9.371e-05 1.647 0.099711 .
## PC88 -1.060e-04 9.612e-05 -1.103 0.270163
## PC89 -4.134e-04 9.490e-05 -4.356 1.40e-05 ***
## PC90 -1.912e-04 9.568e-05 -1.999 0.045789 *
## PC91 2.047e-04 9.936e-05 2.060 0.039564 *
## PC92 -3.143e-04 9.591e-05 -3.277 0.001068 **
## PC93 -7.306e-05 9.654e-05 -0.757 0.449319
## PC94 1.914e-04 9.604e-05 1.993 0.046456 *
## PC95 1.504e-04 9.670e-05 1.555 0.120020
## PC96 5.186e-05 9.842e-05 0.527 0.598326
## PC97 5.692e-05 9.660e-05 0.589 0.555784
## PC98 2.715e-04 9.730e-05 2.790 0.005328 **
## PC99 -4.018e-04 9.768e-05 -4.114 4.08e-05 ***
## PC100 1.075e-04 9.688e-05 1.110 0.267156
## PC101 6.220e-05 9.664e-05 0.644 0.519885
## PC102 -8.531e-05 9.641e-05 -0.885 0.376364
## PC103 -1.692e-04 9.432e-05 -1.793 0.073090 .
## PC104 -8.570e-05 9.810e-05 -0.874 0.382451
## PC105 -1.037e-04 9.778e-05 -1.061 0.289005
## PC106 -3.413e-04 9.662e-05 -3.532 0.000423 ***
## PC107 3.724e-05 9.855e-05 0.378 0.705525
## PC108 -2.369e-04 9.711e-05 -2.440 0.014788 *
## PC109 2.864e-04 9.989e-05 2.867 0.004191 **
## PC110 -5.619e-05 9.836e-05 -0.571 0.567914
## PC111 -1.466e-04 9.722e-05 -1.508 0.131632
## PC112 -4.628e-05 9.929e-05 -0.466 0.641215
## PC113 -3.396e-05 9.936e-05 -0.342 0.732542
## PC114 4.004e-05 9.823e-05 0.408 0.683606
## PC115 9.340e-05 9.863e-05 0.947 0.343763
## PC116 -1.578e-04 9.877e-05 -1.597 0.110346
## PC117 -1.739e-04 9.955e-05 -1.747 0.080857 .
## PC118 -3.711e-05 1.005e-04 -0.369 0.711972
## PC119 9.039e-05 9.824e-05 0.920 0.357676
## PC120 9.746e-05 9.946e-05 0.980 0.327265
## PC121 1.170e-04 9.997e-05 1.170 0.242200
## PC122 3.130e-04 9.895e-05 3.163 0.001589 **
## PC123 2.279e-04 1.006e-04 2.266 0.023546 *
## PC124 -2.939e-04 9.786e-05 -3.003 0.002713 **
## PC125 -1.710e-05 1.008e-04 -0.170 0.865319
## PC126 -2.777e-04 1.008e-04 -2.754 0.005940 **
## PC127 2.775e-04 9.874e-05 2.810 0.005009 **
## PC128 -6.159e-06 9.978e-05 -0.062 0.950790
## PC129 2.014e-04 1.000e-04 2.013 0.044271 *
## PC130 4.010e-05 9.994e-05 0.401 0.688266
## PC131 -2.162e-04 1.027e-04 -2.105 0.035413 *
## PC132 -5.600e-05 1.013e-04 -0.553 0.580561
## PC133 1.022e-04 1.008e-04 1.014 0.310958
## PC134 2.946e-04 1.008e-04 2.923 0.003513 **
## PC135 -2.416e-04 1.012e-04 -2.389 0.017005 *
## PC136 2.166e-04 1.038e-04 2.086 0.037097 *
## PC137 1.691e-04 1.025e-04 1.650 0.099042 .
## PC138 1.135e-04 1.018e-04 1.116 0.264704
## PC139 1.634e-04 1.010e-04 1.619 0.105712
## PC140 -2.631e-04 1.037e-04 -2.536 0.011299 *
## PC141 3.038e-05 1.011e-04 0.300 0.763851
## PC142 5.938e-05 1.020e-04 0.582 0.560543
## PC143 -1.718e-04 1.017e-04 -1.690 0.091266 .
## PC144 -1.195e-04 1.019e-04 -1.173 0.240959
## PC145 -6.446e-05 1.028e-04 -0.627 0.530732
## PC146 3.415e-04 1.019e-04 3.351 0.000823 ***
## PC147 5.929e-05 1.059e-04 0.560 0.575760
## PC148 -3.602e-04 1.035e-04 -3.478 0.000517 ***
## PC149 1.875e-04 1.024e-04 1.832 0.067172 .
## PC150 -6.692e-05 1.004e-04 -0.666 0.505335
## PC151 1.892e-04 1.024e-04 1.847 0.064925 .
## PC152 -1.410e-04 1.028e-04 -1.372 0.170258
## PC153 2.917e-05 1.047e-04 0.279 0.780555
## PC154 -1.590e-04 1.048e-04 -1.516 0.129623
## PC155 -4.842e-05 1.026e-04 -0.472 0.637171
## PC156 -2.803e-04 1.038e-04 -2.700 0.006997 **
## PC157 5.792e-04 1.035e-04 5.594 2.57e-08 ***
## PC158 -2.454e-04 1.066e-04 -2.302 0.021441 *
## PC159 -9.485e-05 1.025e-04 -0.925 0.354945
## PC160 -3.170e-05 1.033e-04 -0.307 0.758913
## PC161 3.793e-05 1.029e-04 0.369 0.712404
## PC162 2.123e-05 1.026e-04 0.207 0.836066
## PC163 -4.615e-05 1.027e-04 -0.449 0.653264
## PC164 -3.788e-04 1.042e-04 -3.636 0.000285 ***
## PC165 -3.556e-04 1.041e-04 -3.416 0.000651 ***
## PC166 2.921e-06 1.033e-04 0.028 0.977447
## PC167 1.960e-04 1.032e-04 1.898 0.057800 .
## PC168 2.662e-04 1.054e-04 2.526 0.011613 *
## PC169 -1.392e-04 1.054e-04 -1.321 0.186601
## PC170 1.708e-04 1.034e-04 1.652 0.098659 .
## PC171 -4.930e-04 1.036e-04 -4.758 2.12e-06 ***
## PC172 5.211e-06 1.067e-04 0.049 0.961066
## PC173 -2.302e-05 1.030e-04 -0.223 0.823175
## PC174 2.333e-04 1.089e-04 2.142 0.032367 *
## PC175 -2.835e-04 1.049e-04 -2.702 0.006967 **
## PC176 -7.432e-05 1.094e-04 -0.679 0.497091
## PC177 -3.086e-04 1.056e-04 -2.921 0.003531 **
## PC178 1.377e-04 1.074e-04 1.282 0.200172
## PC179 -2.398e-04 1.072e-04 -2.236 0.025483 *
## PC180 -3.181e-05 1.056e-04 -0.301 0.763292
## PC181 4.401e-04 1.041e-04 4.227 2.49e-05 ***
## PC182 1.007e-04 1.054e-04 0.955 0.339514
## PC183 6.249e-05 1.042e-04 0.600 0.548827
## PC184 -7.590e-05 1.041e-04 -0.729 0.465867
## PC185 1.682e-04 1.071e-04 1.570 0.116630
## PC186 5.637e-04 1.078e-04 5.230 1.90e-07 ***
## PC187 8.086e-05 1.083e-04 0.747 0.455237
## PC188 8.746e-05 1.075e-04 0.814 0.415959
## PC189 -1.641e-04 1.071e-04 -1.532 0.125581
## PC190 -1.353e-04 1.070e-04 -1.265 0.206163
## PC191 5.052e-06 1.077e-04 0.047 0.962602
## PC192 4.498e-04 1.095e-04 4.107 4.19e-05 ***
## PC193 -1.436e-04 1.070e-04 -1.342 0.179827
## PC194 6.629e-05 1.074e-04 0.617 0.537294
## PC195 2.291e-04 1.085e-04 2.110 0.034981 *
## PC196 -1.134e-04 1.111e-04 -1.020 0.307899
## PC197 4.567e-04 1.079e-04 4.233 2.43e-05 ***
## PC198 6.779e-05 1.087e-04 0.624 0.532846
## PC199 9.111e-05 1.078e-04 0.845 0.398298
## PC200 4.206e-04 1.097e-04 3.835 0.000130 ***
## PC201 -1.839e-04 1.115e-04 -1.650 0.099107 .
## PC202 2.660e-04 1.085e-04 2.452 0.014318 *
## PC203 -1.875e-06 1.117e-04 -0.017 0.986603
## PC204 2.531e-04 1.115e-04 2.269 0.023371 *
## PC205 7.328e-05 1.112e-04 0.659 0.509839
## PC206 1.147e-04 1.100e-04 1.043 0.297054
## PC207 4.871e-05 1.130e-04 0.431 0.666384
## PC208 -1.480e-04 1.117e-04 -1.324 0.185540
## PC209 1.189e-04 1.108e-04 1.074 0.283120
## PC210 3.861e-04 1.097e-04 3.521 0.000440 ***
## PC211 -2.746e-04 1.119e-04 -2.454 0.014207 *
## PC212 -2.377e-04 1.122e-04 -2.118 0.034306 *
## PC213 -1.428e-04 1.143e-04 -1.250 0.211536
## PC214 -4.001e-04 1.130e-04 -3.541 0.000409 ***
## PC215 -3.481e-04 1.117e-04 -3.117 0.001857 **
## PC216 -2.301e-04 1.117e-04 -2.060 0.039588 *
## PC217 -2.635e-05 1.133e-04 -0.233 0.816060
## PC218 1.195e-04 1.133e-04 1.054 0.291803
## PC219 4.265e-04 1.140e-04 3.743 0.000188 ***
## PC220 -6.750e-05 1.169e-04 -0.577 0.563759
## PC221 3.555e-04 1.182e-04 3.007 0.002680 **
## PC222 1.440e-04 1.183e-04 1.217 0.223692
## PC223 8.891e-05 1.208e-04 0.736 0.461814
## PC224 -3.112e-04 1.217e-04 -2.557 0.010639 *
## PC225 4.128e-04 1.212e-04 3.406 0.000674 ***
## PC226 -1.047e-04 1.228e-04 -0.852 0.394221
## PC227 -3.759e-05 1.265e-04 -0.297 0.766321
## PC228 -8.139e-04 1.268e-04 -6.419 1.76e-10 ***
## PC229 2.490e-04 1.266e-04 1.967 0.049326 *
## PC230 -3.979e-04 1.306e-04 -3.047 0.002344 **
## PC231 -1.061e-03 1.348e-04 -7.869 6.22e-15 ***
## PC232 6.976e-04 1.330e-04 5.244 1.77e-07 ***
## PC233 5.798e-04 1.354e-04 4.281 1.96e-05 ***
## PC234 -3.710e-05 1.355e-04 -0.274 0.784237
## PC235 -7.425e-05 1.393e-04 -0.533 0.593975
## PC236 1.447e-04 1.422e-04 1.017 0.309149
## PC237 8.371e-04 1.449e-04 5.776 9.05e-09 ***
## PC238 7.427e-04 1.476e-04 5.034 5.30e-07 ***
## PC239 -2.882e-03 1.534e-04 -18.782 < 2e-16 ***
## PC240 4.877e-04 1.780e-04 2.739 0.006226 **
## PC241 -3.082e-05 1.778e-04 -0.173 0.862432
## PC242 5.465e-04 1.730e-04 3.158 0.001614 **
## PC243 9.260e-05 1.721e-04 0.538 0.590566
## PC244 -3.014e-04 1.736e-04 -1.736 0.082812 .
## PC245 -3.947e-04 1.679e-04 -2.351 0.018838 *
## PC246 9.488e-05 1.704e-04 0.557 0.577664
## PC247 1.707e-04 1.749e-04 0.976 0.329073
## PC248 7.825e-05 1.701e-04 0.460 0.645610
## PC249 -2.716e-04 1.759e-04 -1.544 0.122707
## PC250 -4.125e-05 1.698e-04 -0.243 0.808118
## PC251 7.198e-05 1.773e-04 0.406 0.684794
## PC252 -1.858e-04 1.701e-04 -1.092 0.274999
## PC253 -1.748e-04 1.750e-04 -0.999 0.317829
## PC254 9.493e-05 1.753e-04 0.541 0.588236
## PC255 -6.774e-05 1.772e-04 -0.382 0.702289
## PC256 1.107e-04 1.793e-04 0.618 0.536882
## PC257 1.165e-04 1.753e-04 0.664 0.506468
## PC258 9.879e-05 1.764e-04 0.560 0.575499
## PC259 1.919e-05 1.730e-04 0.111 0.911680
## PC260 -1.485e-04 1.727e-04 -0.860 0.390149
## PC261 -1.564e-05 1.778e-04 -0.088 0.929923
## PC262 2.548e-04 1.763e-04 1.445 0.148608
## PC263 1.339e-05 1.774e-04 0.076 0.939824
## PC264 1.796e-05 1.718e-04 0.105 0.916727
## PC265 -2.495e-04 1.782e-04 -1.400 0.161695
## PC266 2.436e-04 1.759e-04 1.385 0.166181
## PC267 -4.563e-05 1.772e-04 -0.257 0.796846
## PC268 -7.570e-05 1.769e-04 -0.428 0.668780
## PC269 3.463e-04 1.761e-04 1.967 0.049371 *
## PC270 2.379e-05 1.768e-04 0.135 0.892981
## PC271 2.168e-04 1.763e-04 1.230 0.218779
## PC272 -2.150e-04 1.792e-04 -1.200 0.230251
## PC273 1.188e-04 1.800e-04 0.660 0.509162
## PC274 -2.872e-04 1.803e-04 -1.593 0.111361
## PC275 -5.048e-06 1.775e-04 -0.028 0.977320
## PC276 -1.282e-04 1.724e-04 -0.744 0.457125
## PC277 2.690e-04 1.792e-04 1.501 0.133488
## PC278 7.558e-05 1.748e-04 0.432 0.665465
## PC279 1.603e-04 1.765e-04 0.908 0.363825
## PC280 -3.205e-06 1.780e-04 -0.018 0.985632
## PC281 -9.858e-05 1.813e-04 -0.544 0.586768
## PC282 -2.474e-04 1.779e-04 -1.391 0.164518
## PC283 3.632e-04 1.786e-04 2.033 0.042166 *
## PC284 1.002e-04 1.761e-04 0.569 0.569504
## PC285 -3.820e-04 1.816e-04 -2.103 0.035614 *
## PC286 1.499e-04 1.786e-04 0.840 0.401184
## PC287 -7.363e-05 1.742e-04 -0.423 0.672601
## PC288 -1.208e-04 1.732e-04 -0.698 0.485504
## PC289 2.702e-04 1.782e-04 1.516 0.129700
## PC290 -7.401e-05 1.750e-04 -0.423 0.672421
## PC291 2.287e-04 1.793e-04 1.276 0.202295
## PC292 6.851e-05 1.699e-04 0.403 0.686909
## PC293 -5.529e-04 1.767e-04 -3.130 0.001778 **
## PC294 -2.319e-04 1.764e-04 -1.315 0.188700
## PC295 -8.978e-05 1.760e-04 -0.510 0.610022
## PC296 1.997e-04 1.789e-04 1.116 0.264464
## PC297 -2.529e-04 1.806e-04 -1.400 0.161610
## PC298 5.837e-07 1.787e-04 0.003 0.997394
## PC299 -1.486e-04 1.732e-04 -0.858 0.390971
## PC300 -1.011e-04 1.769e-04 -0.571 0.567746
## PC301 -3.626e-04 1.781e-04 -2.036 0.041913 *
## PC302 4.043e-05 1.764e-04 0.229 0.818749
## PC303 1.700e-04 1.761e-04 0.965 0.334599
## PC304 -9.416e-05 1.813e-04 -0.519 0.603573
## PC305 -1.891e-04 1.778e-04 -1.064 0.287700
## PC306 1.768e-05 1.797e-04 0.098 0.921659
## PC307 1.403e-04 1.774e-04 0.791 0.429047
## PC308 1.795e-05 1.815e-04 0.099 0.921236
## PC309 2.052e-04 1.736e-04 1.182 0.237365
## PC310 2.136e-04 1.832e-04 1.166 0.243749
## PC311 1.186e-04 1.807e-04 0.656 0.511702
## PC312 4.189e-04 1.760e-04 2.380 0.017439 *
## PC313 7.255e-05 1.740e-04 0.417 0.676823
## PC314 -8.190e-05 1.728e-04 -0.474 0.635553
## PC315 -2.308e-04 1.851e-04 -1.247 0.212528
## PC316 -2.356e-04 1.775e-04 -1.327 0.184518
## PC317 -4.620e-05 1.795e-04 -0.257 0.796920
## PC318 1.130e-04 1.811e-04 0.624 0.532663
## PC319 -3.049e-04 1.810e-04 -1.685 0.092168 .
## PC320 -1.107e-04 1.796e-04 -0.617 0.537551
## PC321 2.374e-05 1.784e-04 0.133 0.894164
## PC322 -2.020e-04 1.748e-04 -1.156 0.247940
## PC323 7.729e-05 1.803e-04 0.429 0.668130
## PC324 -7.038e-05 1.802e-04 -0.391 0.696107
## PC325 -2.239e-04 1.771e-04 -1.264 0.206424
## PC326 -8.265e-05 1.807e-04 -0.457 0.647444
## PC327 -1.166e-04 1.808e-04 -0.645 0.518959
## PC328 -1.896e-04 1.786e-04 -1.062 0.288463
## PC329 1.734e-04 1.815e-04 0.956 0.339336
## PC330 -2.939e-04 1.745e-04 -1.684 0.092332 .
## PC331 -3.609e-04 1.759e-04 -2.051 0.040372 *
## PC332 2.178e-04 1.799e-04 1.211 0.226022
## PC333 2.575e-04 1.802e-04 1.429 0.153113
## PC334 3.150e-05 1.811e-04 0.174 0.861966
## PC335 -1.816e-04 1.808e-04 -1.004 0.315374
## PC336 -8.745e-05 1.776e-04 -0.492 0.622574
## PC337 2.754e-04 1.786e-04 1.542 0.123139
## PC338 1.089e-04 1.798e-04 0.606 0.544810
## PC339 6.216e-05 1.805e-04 0.344 0.730593
## PC340 -3.470e-04 1.793e-04 -1.936 0.053086 .
## PC341 -9.884e-05 1.792e-04 -0.551 0.581363
## PC342 -2.621e-04 1.783e-04 -1.470 0.141788
## PC343 2.951e-05 1.766e-04 0.167 0.867344
## PC344 -1.196e-04 1.745e-04 -0.686 0.493009
## PC345 1.083e-04 1.823e-04 0.594 0.552467
## PC346 1.735e-04 1.789e-04 0.969 0.332508
## PC347 -2.244e-04 1.807e-04 -1.242 0.214319
## PC348 -2.203e-04 1.780e-04 -1.238 0.216045
## PC349 1.353e-04 1.787e-04 0.757 0.449187
## PC350 7.431e-05 1.824e-04 0.407 0.683708
## PC351 3.271e-04 1.781e-04 1.837 0.066424 .
## PC352 -1.304e-04 1.800e-04 -0.724 0.468885
## PC353 1.714e-04 1.818e-04 0.942 0.346109
## PC354 3.381e-04 1.776e-04 1.903 0.057141 .
## PC355 -3.570e-04 1.793e-04 -1.992 0.046572 *
## PC356 6.128e-04 1.818e-04 3.370 0.000768 ***
## PC357 5.866e-04 1.806e-04 3.248 0.001182 **
## PC358 -2.426e-04 1.805e-04 -1.344 0.179035
## PC359 -5.999e-05 1.789e-04 -0.335 0.737390
## PC360 6.803e-05 1.800e-04 0.378 0.705599
## PC361 1.352e-05 1.823e-04 0.074 0.940865
## PC362 1.693e-04 1.788e-04 0.947 0.343830
## PC363 2.192e-04 1.789e-04 1.226 0.220464
## PC364 1.131e-04 1.818e-04 0.622 0.533975
## PC365 -1.298e-04 1.753e-04 -0.740 0.459331
## PC366 1.363e-04 1.796e-04 0.759 0.448096
## PC367 2.302e-04 1.774e-04 1.297 0.194750
## PC368 3.334e-04 1.817e-04 1.835 0.066674 .
## PC369 1.627e-05 1.807e-04 0.090 0.928233
## PC370 1.281e-04 1.808e-04 0.709 0.478616
## PC371 -3.589e-04 1.885e-04 -1.904 0.057050 .
## PC372 -6.778e-05 1.821e-04 -0.372 0.709711
## PC373 -9.285e-05 1.831e-04 -0.507 0.612225
## PC374 -4.809e-05 1.836e-04 -0.262 0.793341
## PC375 3.623e-05 1.791e-04 0.202 0.839681
## PC376 2.568e-04 1.879e-04 1.367 0.171773
## PC377 -9.124e-05 1.803e-04 -0.506 0.612803
## PC378 -2.628e-04 1.834e-04 -1.433 0.152073
## PC379 -3.659e-05 1.831e-04 -0.200 0.841609
## PC380 -1.569e-04 1.813e-04 -0.866 0.386875
## PC381 -9.397e-05 1.851e-04 -0.508 0.611810
## PC382 4.004e-05 1.837e-04 0.218 0.827465
## PC383 2.102e-04 1.792e-04 1.173 0.240830
## PC384 4.682e-06 1.816e-04 0.026 0.979437
## PC385 2.456e-04 1.806e-04 1.360 0.173907
## PC386 -1.540e-04 1.809e-04 -0.851 0.394777
## PC387 -2.427e-04 1.839e-04 -1.320 0.187025
## PC388 -1.902e-04 1.844e-04 -1.031 0.302452
## PC389 -3.343e-04 1.870e-04 -1.788 0.073984 .
## PC390 3.157e-04 1.787e-04 1.767 0.077449 .
## PC391 3.482e-04 1.753e-04 1.987 0.047129 *
## PC392 4.524e-04 1.831e-04 2.471 0.013572 *
## PC393 -1.773e-04 1.751e-04 -1.012 0.311493
## PC394 -1.409e-04 1.857e-04 -0.759 0.448180
## PC395 -4.947e-05 1.803e-04 -0.274 0.783825
## PC396 2.631e-04 1.819e-04 1.446 0.148356
## PC397 -3.440e-04 1.813e-04 -1.898 0.057886 .
## PC398 4.869e-05 1.855e-04 0.263 0.792945
## PC399 -2.748e-04 1.802e-04 -1.525 0.127385
## PC400 3.392e-06 1.771e-04 0.019 0.984725
## PC401 -1.681e-04 1.800e-04 -0.934 0.350297
## PC402 2.273e-04 1.818e-04 1.250 0.211561
## PC403 -4.748e-06 1.806e-04 -0.026 0.979028
## PC404 2.524e-04 1.832e-04 1.378 0.168452
## PC405 -4.918e-04 1.805e-04 -2.724 0.006506 **
## PC406 -1.074e-05 1.809e-04 -0.059 0.952673
## PC407 -3.064e-04 1.817e-04 -1.687 0.091801 .
## PC408 1.303e-04 1.840e-04 0.708 0.479115
## PC409 -2.022e-05 1.806e-04 -0.112 0.910894
## PC410 3.884e-05 1.816e-04 0.214 0.830699
## PC411 1.223e-04 1.784e-04 0.686 0.492857
## PC412 -3.703e-04 1.807e-04 -2.049 0.040600 *
## PC413 1.926e-04 1.842e-04 1.046 0.295859
## PC414 -1.540e-05 1.811e-04 -0.085 0.932243
## PC415 -3.406e-04 1.840e-04 -1.851 0.064369 .
## PC416 -1.315e-04 1.868e-04 -0.704 0.481524
## PC417 3.035e-05 1.873e-04 0.162 0.871314
## PC418 7.208e-05 1.798e-04 0.401 0.688532
## PC419 -1.302e-05 1.830e-04 -0.071 0.943274
## PC420 1.599e-04 1.849e-04 0.865 0.387257
## PC421 -7.858e-05 1.814e-04 -0.433 0.664988
## PC422 -1.511e-04 1.843e-04 -0.820 0.412384
## PC423 1.333e-04 1.863e-04 0.716 0.474343
## PC424 8.415e-05 1.800e-04 0.467 0.640213
## PC425 4.066e-04 1.897e-04 2.143 0.032228 *
## PC426 -6.534e-05 1.834e-04 -0.356 0.721737
## PC427 8.759e-05 1.783e-04 0.491 0.623298
## PC428 3.147e-05 1.793e-04 0.176 0.860675
## PC429 7.980e-05 1.829e-04 0.436 0.662726
## PC430 1.117e-04 1.773e-04 0.630 0.528788
## PC431 -6.051e-05 1.841e-04 -0.329 0.742369
## PC432 -3.542e-05 1.824e-04 -0.194 0.846049
## PC433 7.693e-05 1.811e-04 0.425 0.670956
## PC434 -9.771e-05 1.801e-04 -0.543 0.587441
## PC435 -4.774e-05 1.872e-04 -0.255 0.798720
## PC436 -7.682e-04 1.873e-04 -4.101 4.30e-05 ***
## PC437 -2.795e-04 1.814e-04 -1.541 0.123548
## PC438 -6.362e-05 1.813e-04 -0.351 0.725684
## PC439 2.048e-05 1.855e-04 0.110 0.912079
## PC440 -1.391e-04 1.764e-04 -0.788 0.430532
## PC441 -3.846e-04 1.867e-04 -2.060 0.039554 *
## PC442 -1.671e-04 1.835e-04 -0.911 0.362476
## PC443 4.757e-05 1.806e-04 0.263 0.792238
## PC444 -9.666e-06 1.771e-04 -0.055 0.956469
## PC445 -1.533e-04 1.855e-04 -0.826 0.408881
## PC446 6.690e-05 1.825e-04 0.367 0.713929
## PC447 -6.824e-05 1.850e-04 -0.369 0.712316
## PC448 -5.626e-05 1.849e-04 -0.304 0.760900
## PC449 -1.886e-04 1.822e-04 -1.035 0.300634
## PC450 4.540e-04 1.833e-04 2.476 0.013375 *
## PC451 8.327e-06 1.851e-04 0.045 0.964117
## PC452 -9.280e-05 1.848e-04 -0.502 0.615694
## PC453 4.628e-05 1.807e-04 0.256 0.797856
## PC454 -9.090e-05 1.812e-04 -0.502 0.615975
## PC455 -1.603e-04 1.860e-04 -0.862 0.388912
## PC456 -2.179e-04 1.843e-04 -1.182 0.237242
## PC457 -1.344e-04 1.834e-04 -0.733 0.463769
## PC458 1.373e-04 1.820e-04 0.754 0.450823
## PC459 1.785e-04 1.837e-04 0.972 0.331192
## PC460 -7.838e-05 1.852e-04 -0.423 0.672150
## PC461 9.124e-05 1.807e-04 0.505 0.613588
## PC462 -8.185e-05 1.875e-04 -0.437 0.662461
## PC463 4.141e-05 1.825e-04 0.227 0.820562
## PC464 -1.326e-04 1.880e-04 -0.706 0.480538
## PC465 1.609e-04 1.866e-04 0.862 0.388691
## PC466 -8.319e-05 1.818e-04 -0.458 0.647263
## PC467 3.792e-04 1.815e-04 2.089 0.036856 *
## PC468 -2.394e-04 1.878e-04 -1.275 0.202370
## PC469 8.228e-05 1.856e-04 0.443 0.657587
## PC470 -1.843e-04 1.873e-04 -0.984 0.325094
## PC471 -3.402e-04 1.822e-04 -1.867 0.062059 .
## PC472 -6.140e-04 1.857e-04 -3.306 0.000964 ***
## PC473 -5.151e-05 1.836e-04 -0.281 0.779067
## PC474 1.284e-04 1.840e-04 0.698 0.485358
## PC475 -2.247e-04 1.848e-04 -1.216 0.224269
## PC476 7.602e-05 1.804e-04 0.421 0.673519
## PC477 2.132e-05 1.848e-04 0.115 0.908176
## PC478 -3.709e-05 1.874e-04 -0.198 0.843139
## PC479 -6.210e-05 1.844e-04 -0.337 0.736262
## PC480 -4.176e-05 1.836e-04 -0.227 0.820068
## PC481 -3.117e-04 1.835e-04 -1.698 0.089666 .
## PC482 -1.053e-04 1.844e-04 -0.571 0.568086
## PC483 -1.195e-04 1.829e-04 -0.653 0.513662
## PC484 1.147e-04 1.799e-04 0.638 0.523782
## PC485 -2.053e-04 1.807e-04 -1.136 0.256241
## PC486 2.507e-04 1.847e-04 1.358 0.174761
## PC487 -3.220e-05 1.864e-04 -0.173 0.862884
## PC488 -4.006e-04 1.814e-04 -2.208 0.027385 *
## PC489 -2.673e-05 1.857e-04 -0.144 0.885570
## PC490 -6.397e-06 1.847e-04 -0.035 0.972368
## PC491 6.548e-05 1.888e-04 0.347 0.728701
## PC492 2.364e-04 1.788e-04 1.322 0.186279
## PC493 -1.118e-04 1.833e-04 -0.610 0.541968
## PC494 -1.013e-04 1.872e-04 -0.541 0.588610
## PC495 3.391e-04 1.891e-04 1.793 0.073078 .
## PC496 2.237e-04 1.866e-04 1.199 0.230704
## PC497 1.592e-04 1.842e-04 0.864 0.387529
## PC498 -1.188e-04 1.836e-04 -0.647 0.517794
## PC499 2.246e-04 1.830e-04 1.227 0.219810
## PC500 1.438e-05 1.865e-04 0.077 0.938568
## PC501 -3.725e-04 1.852e-04 -2.012 0.044372 *
## PC502 -1.036e-04 1.906e-04 -0.543 0.586892
## PC503 -1.279e-04 1.864e-04 -0.686 0.492840
## PC504 -9.144e-05 1.904e-04 -0.480 0.631097
## PC505 5.571e-04 1.840e-04 3.027 0.002504 **
## PC506 1.335e-04 1.876e-04 0.711 0.476912
## PC507 1.915e-05 1.837e-04 0.104 0.916985
## PC508 4.707e-05 1.864e-04 0.252 0.800687
## PC509 1.023e-05 1.836e-04 0.056 0.955569
## PC510 -1.942e-04 1.843e-04 -1.054 0.292200
## PC511 -1.457e-05 1.860e-04 -0.078 0.937572
## PC512 9.433e-06 1.871e-04 0.050 0.959797
## PC513 8.357e-06 1.846e-04 0.045 0.963906
## PC514 5.755e-05 1.850e-04 0.311 0.755781
## PC515 3.110e-04 1.900e-04 1.637 0.101880
## PC516 1.639e-04 1.838e-04 0.892 0.372692
## PC517 -8.282e-05 1.822e-04 -0.455 0.649449
## PC518 -1.635e-05 1.848e-04 -0.088 0.929517
## PC519 -1.507e-04 1.883e-04 -0.800 0.423549
## PC520 1.299e-04 1.813e-04 0.716 0.473784
## PC521 -1.939e-04 1.838e-04 -1.055 0.291475
## PC522 1.236e-04 1.836e-04 0.673 0.500888
## PC523 -9.914e-05 1.809e-04 -0.548 0.583683
## PC524 -1.315e-04 1.873e-04 -0.702 0.482825
## PC525 -1.889e-04 1.812e-04 -1.042 0.297356
## PC526 6.909e-05 1.846e-04 0.374 0.708278
## PC527 1.784e-04 1.857e-04 0.961 0.336865
## PC528 3.584e-06 1.908e-04 0.019 0.985015
## PC529 1.170e-04 1.814e-04 0.645 0.519006
## PC530 4.477e-05 1.861e-04 0.241 0.809935
## PC531 -1.584e-04 1.870e-04 -0.847 0.396891
## PC532 -2.683e-04 1.836e-04 -1.461 0.144134
## PC533 -5.264e-05 1.857e-04 -0.283 0.776846
## PC534 7.868e-05 1.825e-04 0.431 0.666378
## PC535 -1.371e-05 1.884e-04 -0.073 0.942009
## PC536 3.181e-04 1.817e-04 1.750 0.080209 .
## PC537 7.805e-05 1.882e-04 0.415 0.678423
## PC538 -3.169e-04 1.850e-04 -1.713 0.086840 .
## PC539 -2.288e-04 1.843e-04 -1.241 0.214654
## PC540 1.524e-04 1.857e-04 0.821 0.411904
## PC541 2.984e-04 1.878e-04 1.589 0.112260
## PC542 -2.634e-04 1.846e-04 -1.427 0.153802
## PC543 -9.211e-05 1.861e-04 -0.495 0.620633
## PC544 1.829e-04 1.868e-04 0.979 0.327546
## PC545 -5.525e-05 1.898e-04 -0.291 0.771024
## PC546 -2.552e-05 1.850e-04 -0.138 0.890304
## PC547 2.556e-04 1.897e-04 1.347 0.178078
## PC548 1.077e-04 1.794e-04 0.600 0.548559
## PC549 3.495e-05 1.855e-04 0.188 0.850596
## PC550 5.092e-04 1.863e-04 2.733 0.006340 **
## PC551 1.909e-04 1.834e-04 1.041 0.298044
## PC552 8.168e-05 1.850e-04 0.442 0.658892
## PC553 -2.810e-04 1.873e-04 -1.500 0.133831
## PC554 -3.019e-04 1.857e-04 -1.626 0.104201
## PC555 -9.566e-05 1.900e-04 -0.503 0.614680
## PC556 -2.440e-04 1.850e-04 -1.319 0.187423
## PC557 1.885e-04 1.889e-04 0.998 0.318280
## PC558 2.486e-04 1.868e-04 1.331 0.183359
## PC559 1.602e-04 1.870e-04 0.856 0.391910
## PC560 1.764e-04 1.821e-04 0.969 0.332679
## PC561 -1.802e-04 1.911e-04 -0.943 0.345726
## PC562 2.560e-06 1.872e-04 0.014 0.989091
## PC563 7.584e-06 1.875e-04 0.040 0.967739
## PC564 1.293e-05 1.885e-04 0.069 0.945312
## PC565 9.912e-05 1.877e-04 0.528 0.597564
## PC566 2.486e-04 1.845e-04 1.347 0.178101
## PC567 1.344e-04 1.861e-04 0.722 0.470224
## PC568 8.090e-05 1.850e-04 0.437 0.662011
## PC569 -2.531e-04 1.876e-04 -1.349 0.177481
## PC570 2.061e-04 1.899e-04 1.085 0.277914
## PC571 2.650e-04 1.879e-04 1.410 0.158651
## PC572 2.270e-04 1.873e-04 1.212 0.225736
## PC573 -6.265e-05 1.915e-04 -0.327 0.743603
## PC574 -7.084e-05 1.853e-04 -0.382 0.702336
## PC575 1.264e-04 1.913e-04 0.661 0.508884
## PC576 1.177e-04 1.874e-04 0.628 0.529904
## PC577 3.023e-04 1.918e-04 1.576 0.115166
## PC578 6.693e-05 1.936e-04 0.346 0.729545
## PC579 -8.425e-05 1.881e-04 -0.448 0.654359
## PC580 -5.188e-04 1.885e-04 -2.752 0.005986 **
## PC581 8.602e-05 1.880e-04 0.458 0.647362
## PC582 -1.300e-04 1.866e-04 -0.697 0.486111
## PC583 2.348e-04 1.905e-04 1.233 0.217900
## PC584 5.567e-05 1.889e-04 0.295 0.768283
## PC585 -2.398e-04 1.874e-04 -1.280 0.200830
## PC586 -1.444e-04 1.842e-04 -0.784 0.432950
## PC587 -2.348e-05 1.832e-04 -0.128 0.898026
## PC588 2.616e-04 1.869e-04 1.400 0.161740
## PC589 1.078e-04 1.841e-04 0.585 0.558406
## PC590 -2.642e-04 1.908e-04 -1.384 0.166418
## PC591 8.476e-05 1.915e-04 0.443 0.658083
## PC592 -1.367e-04 1.843e-04 -0.742 0.458355
## PC593 -2.154e-04 1.870e-04 -1.152 0.249647
## PC594 1.853e-04 1.849e-04 1.002 0.316279
## PC595 1.515e-04 1.875e-04 0.808 0.419332
## PC596 -1.750e-04 1.839e-04 -0.952 0.341453
## PC597 1.036e-04 1.888e-04 0.548 0.583453
## PC598 4.839e-05 1.950e-04 0.248 0.804074
## PC599 -2.443e-04 1.845e-04 -1.324 0.185628
## PC600 -1.907e-04 1.907e-04 -1.000 0.317418
## PC601 1.212e-04 1.820e-04 0.666 0.505589
## PC602 -3.842e-05 1.885e-04 -0.204 0.838533
## PC603 8.549e-05 1.883e-04 0.454 0.649865
## PC604 -3.787e-04 1.892e-04 -2.002 0.045480 *
## PC605 1.414e-04 1.858e-04 0.761 0.446959
## PC606 3.024e-05 1.885e-04 0.160 0.872590
## PC607 -1.587e-04 1.902e-04 -0.834 0.404120
## PC608 -1.101e-04 1.863e-04 -0.591 0.554671
## PC609 -6.417e-05 1.930e-04 -0.332 0.739599
## PC610 -9.389e-06 1.869e-04 -0.050 0.959947
## PC611 -3.796e-05 1.893e-04 -0.201 0.841112
## PC612 -6.889e-05 1.868e-04 -0.369 0.712314
## PC613 9.348e-07 1.827e-04 0.005 0.995919
## PC614 -4.142e-06 1.885e-04 -0.022 0.982472
## PC615 -1.844e-04 1.910e-04 -0.965 0.334608
## PC616 -8.799e-05 1.845e-04 -0.477 0.633402
## PC617 2.343e-04 1.927e-04 1.216 0.224303
## PC618 6.824e-05 1.893e-04 0.360 0.718559
## PC619 3.644e-05 1.851e-04 0.197 0.843947
## PC620 -3.390e-04 1.878e-04 -1.806 0.071165 .
## PC621 1.506e-04 1.888e-04 0.798 0.425038
## PC622 -2.761e-04 1.958e-04 -1.410 0.158768
## PC623 5.394e-04 1.874e-04 2.879 0.004036 **
## PC624 1.528e-05 1.845e-04 0.083 0.934033
## PC625 -1.607e-04 1.911e-04 -0.841 0.400609
## PC626 5.919e-06 1.840e-04 0.032 0.974340
## PC627 -4.301e-05 1.876e-04 -0.229 0.818708
## PC628 -6.957e-05 1.902e-04 -0.366 0.714536
## PC629 2.017e-05 1.908e-04 0.106 0.915827
## PC630 1.665e-04 1.885e-04 0.884 0.376998
## PC631 -3.711e-05 1.886e-04 -0.197 0.844034
## PC632 -5.830e-05 1.908e-04 -0.306 0.760012
## PC633 -1.280e-04 1.917e-04 -0.668 0.504441
## PC634 -6.052e-05 1.924e-04 -0.315 0.753117
## PC635 -2.537e-05 1.906e-04 -0.133 0.894139
## PC636 -5.475e-05 1.889e-04 -0.290 0.771905
## PC637 1.929e-04 1.923e-04 1.003 0.315931
## PC638 1.079e-04 1.910e-04 0.565 0.572218
## PC639 -3.129e-05 1.907e-04 -0.164 0.869665
## PC640 -2.251e-04 1.939e-04 -1.161 0.245883
## PC641 -5.744e-05 1.883e-04 -0.305 0.760389
## PC642 3.734e-04 1.909e-04 1.956 0.050669 .
## PC643 -1.846e-04 1.954e-04 -0.945 0.344862
## PC644 2.109e-04 1.894e-04 1.113 0.265728
## PC645 -1.365e-05 1.932e-04 -0.071 0.943682
## PC646 4.521e-04 1.899e-04 2.381 0.017384 *
## PC647 -2.953e-04 1.872e-04 -1.577 0.114932
## PC648 -2.511e-04 1.910e-04 -1.315 0.188707
## PC649 -4.227e-05 1.870e-04 -0.226 0.821176
## PC650 -1.159e-05 1.945e-04 -0.060 0.952483
## PC651 2.810e-04 1.915e-04 1.467 0.142500
## PC652 -1.932e-04 1.836e-04 -1.052 0.292818
## PC653 -2.453e-04 1.889e-04 -1.299 0.194208
## PC654 2.866e-04 1.869e-04 1.534 0.125307
## PC655 -8.328e-05 1.852e-04 -0.450 0.653016
## PC656 5.939e-05 1.886e-04 0.315 0.752876
## PC657 -1.871e-04 1.891e-04 -0.989 0.322568
## PC658 1.753e-04 1.898e-04 0.924 0.355714
## PC659 -3.386e-04 1.911e-04 -1.772 0.076625 .
## PC660 3.314e-04 1.953e-04 1.697 0.089874 .
## PC661 7.621e-05 1.858e-04 0.410 0.681719
## PC662 -1.860e-04 1.905e-04 -0.977 0.328879
## PC663 -1.583e-04 1.895e-04 -0.835 0.403759
## PC664 1.676e-04 1.856e-04 0.903 0.366708
## PC665 -8.598e-05 1.903e-04 -0.452 0.651512
## PC666 -2.730e-04 1.875e-04 -1.457 0.145395
## PC667 -1.268e-04 1.861e-04 -0.681 0.495845
## PC668 -2.313e-05 1.932e-04 -0.120 0.904696
## PC669 -3.158e-04 1.853e-04 -1.705 0.088457 .
## PC670 1.501e-04 1.864e-04 0.805 0.420990
## PC671 -5.561e-05 1.947e-04 -0.286 0.775202
## PC672 2.337e-04 1.865e-04 1.253 0.210204
## PC673 -1.229e-04 1.908e-04 -0.644 0.519486
## PC674 9.821e-05 1.921e-04 0.511 0.609256
## PC675 -3.136e-04 1.869e-04 -1.678 0.093500 .
## PC676 -1.103e-05 1.864e-04 -0.059 0.952823
## PC677 -2.399e-04 1.860e-04 -1.290 0.197326
## PC678 -1.472e-04 1.896e-04 -0.776 0.437609
## PC679 4.366e-04 1.889e-04 2.312 0.020914 *
## PC680 -1.561e-04 1.873e-04 -0.833 0.404754
## PC681 -1.050e-05 1.897e-04 -0.055 0.955840
## PC682 -1.336e-04 1.854e-04 -0.721 0.471275
## PC683 -7.432e-05 1.913e-04 -0.389 0.697682
## PC684 2.788e-05 1.916e-04 0.146 0.884321
## PC685 -1.573e-04 1.918e-04 -0.820 0.412393
## PC686 4.544e-06 1.899e-04 0.024 0.980914
## PC687 -1.976e-04 1.902e-04 -1.039 0.299177
## PC688 8.762e-05 1.899e-04 0.461 0.644512
## PC689 -2.612e-04 1.938e-04 -1.348 0.177889
## PC690 3.288e-05 1.915e-04 0.172 0.863678
## PC691 9.406e-05 1.915e-04 0.491 0.623430
## PC692 1.319e-04 1.887e-04 0.699 0.484408
## PC693 2.555e-04 1.894e-04 1.349 0.177522
## PC694 -2.106e-04 1.876e-04 -1.123 0.261657
## PC695 -1.315e-04 1.926e-04 -0.683 0.494714
## PC696 -1.202e-04 1.964e-04 -0.612 0.540663
## PC697 4.974e-04 1.917e-04 2.594 0.009558 **
## PC698 8.345e-05 1.887e-04 0.442 0.658365
## PC699 1.900e-04 1.898e-04 1.001 0.317113
## PC700 -1.552e-05 1.893e-04 -0.082 0.934696
## PC701 -7.359e-06 1.934e-04 -0.038 0.969658
## PC702 -8.824e-05 1.917e-04 -0.460 0.645356
## PC703 1.556e-04 1.907e-04 0.816 0.414702
## PC704 -1.745e-04 1.882e-04 -0.927 0.353996
## PC705 -3.108e-05 1.936e-04 -0.160 0.872517
## PC706 -5.477e-04 1.914e-04 -2.862 0.004266 **
## PC707 -1.815e-04 1.924e-04 -0.944 0.345527
## PC708 -2.808e-04 1.908e-04 -1.472 0.141326
## PC709 -4.989e-04 1.877e-04 -2.658 0.007943 **
## PC710 -3.465e-04 1.922e-04 -1.802 0.071685 .
## PC711 1.156e-04 1.878e-04 0.616 0.538093
## PC712 9.665e-05 1.868e-04 0.517 0.604971
## PC713 2.246e-04 1.875e-04 1.198 0.231091
## PC714 -5.271e-05 1.879e-04 -0.281 0.779119
## PC715 1.247e-04 1.895e-04 0.658 0.510684
## PC716 -3.086e-04 1.937e-04 -1.593 0.111385
## PC717 -4.278e-06 1.903e-04 -0.022 0.982067
## PC718 -1.905e-04 1.921e-04 -0.992 0.321557
## PC719 1.140e-04 1.923e-04 0.593 0.553340
## PC720 2.994e-04 1.901e-04 1.575 0.115448
## PC721 -5.522e-05 1.888e-04 -0.292 0.770005
## PC722 -2.857e-05 1.947e-04 -0.147 0.883394
## PC723 -3.911e-04 1.905e-04 -2.053 0.040238 *
## PC724 1.330e-04 1.921e-04 0.692 0.488931
## PC725 -6.512e-06 1.895e-04 -0.034 0.972597
## PC726 4.520e-05 1.877e-04 0.241 0.809701
## PC727 -4.985e-05 1.932e-04 -0.258 0.796406
## PC728 -4.684e-04 1.874e-04 -2.499 0.012537 *
## PC729 7.313e-06 1.936e-04 0.038 0.969877
## PC730 -2.909e-05 1.870e-04 -0.156 0.876419
## PC731 1.717e-04 1.936e-04 0.887 0.375131
## PC732 -3.655e-04 1.929e-04 -1.895 0.058296 .
## PC733 1.928e-04 1.936e-04 0.996 0.319450
## PC734 -6.359e-05 1.900e-04 -0.335 0.737836
## PC735 -1.185e-04 1.917e-04 -0.618 0.536509
## PC736 1.227e-04 1.923e-04 0.638 0.523468
## PC737 2.352e-04 1.901e-04 1.237 0.216213
## PC738 8.121e-05 1.918e-04 0.423 0.672067
## PC739 1.038e-05 1.901e-04 0.055 0.956448
## PC740 1.029e-04 1.908e-04 0.539 0.589804
## PC741 -2.187e-04 1.937e-04 -1.130 0.258828
## PC742 -1.116e-04 1.916e-04 -0.582 0.560314
## PC743 -2.719e-06 1.935e-04 -0.014 0.988790
## PC744 -1.307e-04 1.937e-04 -0.675 0.500024
## PC745 -2.379e-04 1.911e-04 -1.245 0.213469
## PC746 -2.691e-04 1.936e-04 -1.390 0.164781
## PC747 3.631e-04 1.925e-04 1.886 0.059419 .
## PC748 -3.735e-05 1.890e-04 -0.198 0.843378
## PC749 1.079e-04 1.957e-04 0.551 0.581584
## PC750 2.316e-04 1.897e-04 1.221 0.222331
## PC751 4.541e-04 1.902e-04 2.388 0.017060 *
## PC752 -1.051e-04 1.889e-04 -0.556 0.578092
## PC753 -1.403e-04 1.938e-04 -0.724 0.469299
## PC754 1.855e-05 1.970e-04 0.094 0.925010
## PC755 3.880e-04 1.908e-04 2.034 0.042117 *
## PC756 -2.132e-04 1.916e-04 -1.113 0.266037
## PC757 2.738e-04 1.884e-04 1.454 0.146227
## PC758 -2.120e-04 1.884e-04 -1.125 0.260596
## PC759 -1.058e-04 1.952e-04 -0.542 0.587953
## PC760 9.205e-05 1.923e-04 0.479 0.632308
## PC761 4.259e-04 1.928e-04 2.208 0.027340 *
## PC762 -1.096e-04 1.934e-04 -0.566 0.571167
## PC763 -1.466e-04 1.917e-04 -0.765 0.444310
## PC764 2.563e-05 1.885e-04 0.136 0.891853
## PC765 -2.719e-04 1.917e-04 -1.418 0.156319
## PC766 3.547e-04 1.904e-04 1.863 0.062610 .
## PC767 1.898e-04 1.932e-04 0.982 0.326108
## PC768 -3.879e-04 1.959e-04 -1.980 0.047876 *
## PC769 -1.436e-04 1.934e-04 -0.743 0.457657
## PC770 4.537e-04 1.916e-04 2.368 0.017998 *
## PC771 6.560e-05 1.922e-04 0.341 0.732933
## PC772 -3.197e-04 1.926e-04 -1.660 0.097069 .
## PC773 -3.137e-05 1.911e-04 -0.164 0.869592
## PC774 2.538e-04 1.881e-04 1.350 0.177251
## PC775 -3.976e-04 1.929e-04 -2.062 0.039386 *
## PC776 1.186e-04 1.928e-04 0.615 0.538428
## PC777 -2.762e-05 1.954e-04 -0.141 0.887616
## PC778 -1.856e-04 1.917e-04 -0.969 0.332854
## PC779 -4.087e-06 1.939e-04 -0.021 0.983191
## PC780 -2.693e-04 1.906e-04 -1.413 0.157923
## PC781 -1.479e-04 1.941e-04 -0.762 0.446153
## PC782 1.344e-04 1.982e-04 0.678 0.497545
## PC783 1.967e-04 1.875e-04 1.049 0.294353
## PC784 3.184e-04 1.867e-04 1.706 0.088234 .
## PC785 1.365e-07 1.935e-04 0.001 0.999437
## PC786 3.403e-05 1.961e-04 0.174 0.862214
## PC787 -2.572e-04 1.946e-04 -1.322 0.186361
## PC788 -3.892e-04 1.927e-04 -2.020 0.043501 *
## PC789 -2.668e-04 1.913e-04 -1.394 0.163365
## PC790 3.822e-05 1.898e-04 0.201 0.840380
## PC791 2.242e-04 1.946e-04 1.152 0.249518
## PC792 2.130e-04 1.930e-04 1.104 0.269846
## PC793 -5.682e-05 1.951e-04 -0.291 0.770959
## PC794 6.545e-05 1.890e-04 0.346 0.729189
## PC795 -2.606e-04 1.957e-04 -1.332 0.183111
## PC796 4.105e-05 1.934e-04 0.212 0.831928
## PC797 -2.976e-04 1.934e-04 -1.539 0.123976
## PC798 -1.161e-05 1.987e-04 -0.058 0.953411
## PC799 1.716e-04 1.951e-04 0.879 0.379344
## PC800 -5.080e-05 1.915e-04 -0.265 0.790866
## PC801 4.397e-04 1.942e-04 2.264 0.023692 *
## PC802 -2.548e-04 1.932e-04 -1.319 0.187403
## PC803 -2.094e-04 1.941e-04 -1.079 0.280861
## PC804 1.694e-04 1.934e-04 0.876 0.381312
## PC805 -3.795e-04 1.989e-04 -1.909 0.056480 .
## PC806 2.021e-04 1.947e-04 1.038 0.299305
## PC807 -1.128e-04 1.894e-04 -0.595 0.551635
## PC808 -7.746e-05 1.894e-04 -0.409 0.682653
## PC809 -3.692e-04 1.976e-04 -1.869 0.061836 .
## PC810 -1.816e-04 1.978e-04 -0.918 0.358670
## PC811 -1.660e-04 1.929e-04 -0.860 0.389689
## PC812 -1.440e-04 1.901e-04 -0.758 0.448697
## PC813 -1.453e-04 1.928e-04 -0.754 0.450992
## PC814 -2.060e-04 1.955e-04 -1.053 0.292320
## PC815 9.915e-05 1.928e-04 0.514 0.607073
## PC816 1.126e-04 1.965e-04 0.573 0.566800
## PC817 2.047e-04 1.940e-04 1.056 0.291319
## PC818 7.406e-05 1.927e-04 0.384 0.700824
## PC819 -6.703e-04 1.918e-04 -3.494 0.000487 ***
## PC820 1.192e-04 1.921e-04 0.621 0.534872
## PC821 -1.783e-04 1.937e-04 -0.920 0.357516
## PC822 1.131e-04 1.912e-04 0.592 0.554083
## PC823 -6.376e-05 1.907e-04 -0.334 0.738210
## PC824 2.015e-04 1.912e-04 1.054 0.292072
## PC825 -1.091e-04 1.934e-04 -0.564 0.572617
## PC826 -1.950e-04 1.917e-04 -1.017 0.309120
## PC827 -1.785e-04 1.933e-04 -0.923 0.356021
## PC828 1.665e-04 1.909e-04 0.872 0.383176
## PC829 -2.467e-05 1.925e-04 -0.128 0.898006
## PC830 1.838e-05 1.953e-04 0.094 0.925025
## PC831 7.648e-06 1.909e-04 0.040 0.968050
## PC832 -1.740e-04 1.970e-04 -0.883 0.377189
## PC833 2.956e-04 1.929e-04 1.533 0.125483
## PC834 2.705e-04 1.907e-04 1.418 0.156260
## PC835 -2.338e-04 1.942e-04 -1.204 0.228764
## PC836 4.908e-05 1.974e-04 0.249 0.803677
## PC837 -4.617e-05 1.918e-04 -0.241 0.809788
## PC838 -1.296e-05 1.916e-04 -0.068 0.946061
## PC839 3.269e-04 1.897e-04 1.723 0.085092 .
## PC840 -2.376e-04 1.937e-04 -1.227 0.220028
## PC841 -2.519e-04 1.967e-04 -1.281 0.200466
## PC842 3.053e-04 1.976e-04 1.545 0.122451
## PC843 2.051e-04 1.929e-04 1.064 0.287700
## PC844 -3.968e-05 1.918e-04 -0.207 0.836121
## PC845 -3.733e-04 1.928e-04 -1.936 0.053057 .
## PC846 2.781e-04 1.949e-04 1.427 0.153827
## PC847 1.759e-04 1.929e-04 0.912 0.362008
## PC848 -2.396e-04 1.953e-04 -1.227 0.220055
## PC849 9.699e-05 1.916e-04 0.506 0.612720
## PC850 1.840e-04 1.925e-04 0.956 0.339308
## PC851 -1.862e-04 1.954e-04 -0.953 0.340714
## PC852 1.095e-04 1.929e-04 0.567 0.570535
## PC853 2.452e-04 1.969e-04 1.246 0.213069
## PC854 -1.468e-04 1.967e-04 -0.746 0.455667
## PC855 -9.542e-05 1.959e-04 -0.487 0.626177
## PC856 -2.740e-04 1.921e-04 -1.426 0.154029
## PC857 2.905e-04 1.928e-04 1.507 0.131990
## PC858 -2.247e-04 1.929e-04 -1.165 0.244299
## PC859 -4.647e-04 1.978e-04 -2.350 0.018880 *
## PC860 -1.356e-05 1.934e-04 -0.070 0.944131
## PC861 -3.251e-05 1.963e-04 -0.166 0.868465
## PC862 7.537e-05 1.947e-04 0.387 0.698707
## PC863 4.385e-05 1.914e-04 0.229 0.818795
## PC864 -3.963e-05 1.931e-04 -0.205 0.837400
## PC865 3.896e-04 1.947e-04 2.001 0.045517 *
## PC866 -6.102e-05 1.960e-04 -0.311 0.755626
## PC867 2.147e-04 1.971e-04 1.089 0.276323
## PC868 1.638e-04 1.971e-04 0.831 0.405861
## PC869 3.347e-05 1.942e-04 0.172 0.863203
## PC870 1.221e-05 1.971e-04 0.062 0.950600
## PC871 1.105e-05 1.933e-04 0.057 0.954439
## PC872 -5.810e-05 1.962e-04 -0.296 0.767210
## PC873 3.957e-04 1.987e-04 1.992 0.046562 *
## PC874 1.711e-04 1.949e-04 0.878 0.380226
## PC875 1.822e-04 1.970e-04 0.925 0.355151
## PC876 2.109e-04 1.926e-04 1.095 0.273577
## PC877 6.651e-05 1.940e-04 0.343 0.731819
## PC878 2.195e-04 1.929e-04 1.138 0.255254
## PC879 -3.714e-04 1.971e-04 -1.884 0.059738 .
## PC880 3.053e-04 1.935e-04 1.578 0.114813
## PC881 -2.020e-04 1.928e-04 -1.047 0.295077
## PC882 -9.720e-05 1.958e-04 -0.496 0.619609
## PC883 5.014e-07 1.947e-04 0.003 0.997946
## PC884 -2.640e-04 1.927e-04 -1.370 0.170773
## PC885 4.942e-04 1.921e-04 2.572 0.010189 *
## PC886 4.783e-04 1.961e-04 2.439 0.014845 *
## PC887 1.271e-04 1.957e-04 0.650 0.516024
## PC888 -3.929e-05 1.953e-04 -0.201 0.840566
## PC889 2.637e-05 1.900e-04 0.139 0.889650
## PC890 -1.492e-04 1.942e-04 -0.768 0.442385
## PC891 -8.801e-05 2.004e-04 -0.439 0.660540
## PC892 -1.254e-04 1.973e-04 -0.636 0.524989
## PC893 -5.803e-04 1.952e-04 -2.972 0.002998 **
## PC894 -4.213e-04 1.953e-04 -2.157 0.031140 *
## PC895 9.405e-05 1.963e-04 0.479 0.631862
## PC896 2.652e-04 1.988e-04 1.334 0.182346
## PC897 5.479e-05 1.970e-04 0.278 0.780964
## PC898 2.321e-04 1.946e-04 1.192 0.233252
## PC899 3.649e-04 1.977e-04 1.845 0.065142 .
## PC900 5.145e-04 2.005e-04 2.566 0.010368 *
## PC901 2.312e-04 1.934e-04 1.196 0.231900
## PC902 1.998e-05 1.971e-04 0.101 0.919283
## PC903 1.546e-04 1.947e-04 0.794 0.427431
## PC904 -2.753e-04 1.951e-04 -1.411 0.158401
## PC905 2.285e-05 1.907e-04 0.120 0.904651
## PC906 1.087e-04 1.976e-04 0.550 0.582244
## PC907 -1.875e-04 1.966e-04 -0.954 0.340359
## PC908 1.255e-04 1.963e-04 0.640 0.522551
## PC909 -2.666e-04 2.047e-04 -1.302 0.192991
## PC910 4.059e-04 1.982e-04 2.049 0.040657 *
## PC911 -2.288e-07 1.991e-04 -0.001 0.999083
## PC912 -8.688e-05 1.996e-04 -0.435 0.663398
## PC913 -2.825e-04 1.966e-04 -1.437 0.150898
## PC914 2.157e-04 1.962e-04 1.100 0.271679
## PC915 -1.356e-04 1.972e-04 -0.687 0.491954
## PC916 7.182e-05 1.960e-04 0.366 0.714132
## PC917 1.775e-04 1.915e-04 0.927 0.354053
## PC918 3.182e-04 1.954e-04 1.628 0.103694
## PC919 -1.787e-04 1.984e-04 -0.900 0.368030
## PC920 -1.017e-04 1.948e-04 -0.522 0.601885
## PC921 -8.071e-05 1.949e-04 -0.414 0.678764
## PC922 5.767e-05 1.951e-04 0.296 0.767565
## PC923 -4.842e-04 1.952e-04 -2.481 0.013208 *
## PC924 -1.081e-04 1.927e-04 -0.561 0.574953
## PC925 1.389e-04 1.963e-04 0.707 0.479390
## PC926 -1.359e-04 1.982e-04 -0.686 0.493096
## PC927 4.756e-04 1.983e-04 2.398 0.016586 *
## PC928 6.043e-05 1.940e-04 0.311 0.755493
## PC929 -3.690e-04 1.925e-04 -1.917 0.055459 .
## PC930 -1.155e-04 1.993e-04 -0.579 0.562389
## PC931 -2.261e-05 2.002e-04 -0.113 0.910080
## PC932 2.291e-05 1.965e-04 0.117 0.907194
## PC933 -2.283e-04 1.901e-04 -1.201 0.229923
## PC934 1.561e-04 1.999e-04 0.781 0.434741
## PC935 -1.189e-04 1.973e-04 -0.603 0.546628
## PC936 -1.482e-04 1.981e-04 -0.748 0.454347
## PC937 -2.574e-04 1.962e-04 -1.312 0.189710
## PC938 -9.513e-06 1.995e-04 -0.048 0.961981
## PC939 -4.433e-05 1.978e-04 -0.224 0.822712
## PC940 2.425e-04 1.962e-04 1.236 0.216679
## PC941 1.349e-04 1.982e-04 0.681 0.496205
## PC942 -2.944e-04 2.000e-04 -1.472 0.141082
## PC943 4.468e-04 1.994e-04 2.241 0.025139 *
## PC944 4.847e-04 1.996e-04 2.429 0.015254 *
## PC945 -4.614e-05 1.955e-04 -0.236 0.813433
## PC946 2.464e-04 2.008e-04 1.227 0.219922
## PC947 -2.855e-04 1.984e-04 -1.439 0.150395
## PC948 -2.045e-04 1.972e-04 -1.037 0.299826
## PC949 -2.488e-04 1.975e-04 -1.260 0.207871
## PC950 2.332e-04 1.988e-04 1.173 0.240911
## PC951 1.060e-04 2.033e-04 0.522 0.602009
## PC952 1.120e-04 1.929e-04 0.580 0.561732
## PC953 -1.840e-04 1.971e-04 -0.934 0.350575
## PC954 -8.001e-05 2.042e-04 -0.392 0.695171
## PC955 -1.920e-04 2.016e-04 -0.952 0.341139
## PC956 -1.246e-04 1.997e-04 -0.624 0.532739
## PC957 3.554e-05 1.977e-04 0.180 0.857344
## PC958 -1.614e-04 1.974e-04 -0.818 0.413623
## PC959 3.264e-05 2.030e-04 0.161 0.872298
## PC960 3.002e-04 1.973e-04 1.522 0.128246
## PC961 -2.965e-04 2.014e-04 -1.473 0.141015
## PC962 2.666e-04 1.977e-04 1.348 0.177681
## PC963 -1.391e-04 1.953e-04 -0.712 0.476360
## PC964 1.379e-04 1.961e-04 0.703 0.481991
## PC965 4.235e-04 1.935e-04 2.189 0.028761 *
## PC966 1.024e-04 1.971e-04 0.519 0.603602
## PC967 1.675e-04 1.945e-04 0.861 0.389397
## PC968 -5.707e-05 1.977e-04 -0.289 0.772820
## PC969 -1.092e-04 1.991e-04 -0.549 0.583366
## PC970 6.310e-05 1.990e-04 0.317 0.751223
## PC971 -1.949e-04 1.979e-04 -0.985 0.324696
## PC972 2.010e-04 2.021e-04 0.995 0.320086
## PC973 2.173e-04 2.006e-04 1.083 0.278824
## PC974 2.525e-04 1.980e-04 1.276 0.202277
## PC975 -2.454e-04 1.996e-04 -1.229 0.219176
## PC976 1.305e-04 1.991e-04 0.656 0.512101
## PC977 -1.364e-05 1.965e-04 -0.069 0.944653
## PC978 3.158e-05 1.990e-04 0.159 0.873926
## PC979 -5.209e-04 1.982e-04 -2.628 0.008669 **
## PC980 2.744e-04 2.011e-04 1.365 0.172571
## PC981 2.720e-04 1.996e-04 1.363 0.173030
## PC982 -1.537e-04 1.909e-04 -0.805 0.420744
## PC983 1.491e-05 1.953e-04 0.076 0.939162
## PC984 -5.229e-05 1.984e-04 -0.264 0.792190
## PC985 -2.926e-04 1.970e-04 -1.485 0.137643
## PC986 1.046e-05 1.988e-04 0.053 0.958025
## PC987 3.856e-05 1.983e-04 0.194 0.845844
## PC988 -1.620e-04 2.007e-04 -0.807 0.419722
## PC989 2.274e-04 1.948e-04 1.167 0.243192
## PC990 -1.254e-04 1.980e-04 -0.633 0.526536
## PC991 -6.914e-05 1.985e-04 -0.348 0.727678
## PC992 4.595e-04 1.951e-04 2.356 0.018597 *
## PC993 7.405e-05 1.987e-04 0.373 0.709429
## PC994 3.011e-04 1.954e-04 1.541 0.123502
## PC995 -3.749e-04 1.983e-04 -1.890 0.058922 .
## PC996 7.032e-05 1.952e-04 0.360 0.718754
## PC997 3.074e-04 1.991e-04 1.544 0.122875
## PC998 -2.228e-04 2.008e-04 -1.110 0.267349
## PC999 -7.726e-05 1.997e-04 -0.387 0.698874
## PC1000 -1.432e-04 1.988e-04 -0.721 0.471310
## PC1001 -1.791e-04 2.002e-04 -0.895 0.371155
## PC1002 -3.818e-04 1.990e-04 -1.918 0.055274 .
## PC1003 -5.413e-05 1.948e-04 -0.278 0.781201
## PC1004 -3.421e-04 1.972e-04 -1.735 0.082967 .
## PC1005 -3.045e-04 1.962e-04 -1.552 0.120859
## PC1006 2.871e-04 1.987e-04 1.444 0.148799
## PC1007 -2.386e-04 2.031e-04 -1.175 0.240352
## PC1008 2.387e-04 1.945e-04 1.227 0.219865
## PC1009 -2.921e-04 1.975e-04 -1.479 0.139281
## PC1010 -9.441e-05 2.026e-04 -0.466 0.641261
## PC1011 2.519e-04 1.952e-04 1.290 0.197188
## PC1012 -1.400e-04 2.001e-04 -0.700 0.484311
## PC1013 -3.361e-04 1.997e-04 -1.683 0.092623 .
## PC1014 -8.950e-05 2.013e-04 -0.445 0.656658
## PC1015 4.631e-05 2.039e-04 0.227 0.820360
## PC1016 -3.518e-04 1.962e-04 -1.793 0.073094 .
## PC1017 3.332e-05 2.056e-04 0.162 0.871315
## PC1018 5.889e-05 1.957e-04 0.301 0.763569
## PC1019 2.609e-04 1.992e-04 1.310 0.190508
## PC1020 -1.559e-05 1.941e-04 -0.080 0.935981
## PC1021 2.268e-04 1.969e-04 1.152 0.249616
## PC1022 -2.180e-04 2.042e-04 -1.068 0.285670
## PC1023 -4.587e-05 1.965e-04 -0.233 0.815468
## PC1024 -4.942e-05 1.977e-04 -0.250 0.802612
## PC1025 -8.799e-05 2.018e-04 -0.436 0.662935
## PC1026 1.482e-04 1.973e-04 0.751 0.452623
## PC1027 4.750e-04 1.985e-04 2.393 0.016818 *
## PC1028 -2.884e-05 1.945e-04 -0.148 0.882095
## PC1029 -1.460e-04 2.020e-04 -0.723 0.469915
## PC1030 2.974e-04 1.942e-04 1.531 0.125848
## PC1031 2.317e-05 1.982e-04 0.117 0.906965
## PC1032 -4.319e-05 2.004e-04 -0.216 0.829389
## PC1033 -1.804e-04 1.999e-04 -0.902 0.366978
## PC1034 2.863e-04 1.986e-04 1.441 0.149644
## PC1035 -2.060e-04 1.989e-04 -1.036 0.300400
## PC1036 1.212e-04 1.960e-04 0.618 0.536628
## PC1037 -1.869e-04 1.999e-04 -0.935 0.349988
## PC1038 -1.391e-04 1.962e-04 -0.709 0.478320
## PC1039 -1.496e-04 1.971e-04 -0.759 0.448067
## PC1040 -5.184e-04 1.954e-04 -2.653 0.008048 **
## PC1041 1.201e-04 2.019e-04 0.595 0.552156
## PC1042 4.773e-05 1.994e-04 0.239 0.810869
## PC1043 1.841e-04 1.999e-04 0.921 0.357240
## PC1044 -1.744e-04 1.992e-04 -0.876 0.381308
## PC1045 -1.128e-05 1.973e-04 -0.057 0.954407
## PC1046 -2.440e-04 1.994e-04 -1.224 0.221204
## PC1047 -1.811e-04 1.992e-04 -0.909 0.363503
## PC1048 -3.880e-05 1.990e-04 -0.195 0.845456
## PC1049 -5.304e-05 1.994e-04 -0.266 0.790251
## PC1050 2.923e-05 2.027e-04 0.144 0.885369
## PC1051 9.048e-05 2.000e-04 0.452 0.651036
## PC1052 1.143e-04 2.015e-04 0.567 0.570658
## PC1053 -1.397e-04 2.044e-04 -0.684 0.494316
## PC1054 -3.389e-05 1.993e-04 -0.170 0.865000
## PC1055 3.145e-04 1.985e-04 1.584 0.113349
## PC1056 -2.354e-04 1.986e-04 -1.185 0.236130
## PC1057 -3.086e-05 2.018e-04 -0.153 0.878497
## PC1058 -1.762e-04 1.994e-04 -0.884 0.376987
## PC1059 1.584e-04 1.942e-04 0.816 0.414722
## PC1060 5.485e-05 2.006e-04 0.273 0.784570
## PC1061 -1.117e-05 1.984e-04 -0.056 0.955092
## PC1062 7.856e-05 2.016e-04 0.390 0.696835
## PC1063 -1.287e-04 2.004e-04 -0.642 0.520841
## PC1064 -2.635e-04 2.040e-04 -1.292 0.196545
## PC1065 8.236e-05 2.037e-04 0.404 0.686067
## PC1066 4.903e-05 1.972e-04 0.249 0.803628
## PC1067 -3.847e-04 1.938e-04 -1.985 0.047258 *
## PC1068 -3.499e-05 1.974e-04 -0.177 0.859328
## PC1069 -4.269e-04 2.015e-04 -2.118 0.034294 *
## PC1070 5.472e-05 2.009e-04 0.272 0.785419
## PC1071 3.165e-04 1.977e-04 1.601 0.109540
## PC1072 -2.763e-05 1.994e-04 -0.139 0.889838
## PC1073 2.464e-04 2.009e-04 1.226 0.220278
## PC1074 3.719e-04 2.013e-04 1.847 0.064892 .
## PC1075 1.835e-04 1.986e-04 0.924 0.355440
## PC1076 3.514e-04 2.004e-04 1.754 0.079637 .
## PC1077 8.587e-06 2.011e-04 0.043 0.965937
## PC1078 3.582e-04 2.003e-04 1.788 0.073930 .
## PC1079 5.102e-04 2.013e-04 2.534 0.011356 *
## PC1080 -1.153e-04 2.055e-04 -0.561 0.574735
## PC1081 -2.641e-04 1.986e-04 -1.330 0.183780
## PC1082 1.830e-04 2.053e-04 0.891 0.372938
## PC1083 1.618e-04 2.028e-04 0.798 0.425015
## PC1084 6.665e-05 2.025e-04 0.329 0.742069
## PC1085 2.949e-04 2.022e-04 1.459 0.144869
## PC1086 -2.568e-04 1.945e-04 -1.320 0.186974
## PC1087 2.699e-05 2.011e-04 0.134 0.893243
## PC1088 6.698e-06 1.997e-04 0.034 0.973246
## PC1089 1.406e-04 2.005e-04 0.701 0.483212
## PC1090 -4.490e-05 1.944e-04 -0.231 0.817348
## PC1091 -3.671e-04 1.974e-04 -1.860 0.063088 .
## PC1092 3.558e-04 1.990e-04 1.787 0.074036 .
## PC1093 2.183e-05 2.007e-04 0.109 0.913381
## PC1094 -7.889e-06 2.004e-04 -0.039 0.968602
## PC1095 1.486e-05 2.081e-04 0.071 0.943084
## PC1096 -1.422e-04 2.066e-04 -0.688 0.491389
## PC1097 -6.352e-05 2.028e-04 -0.313 0.754170
## PC1098 1.098e-04 2.023e-04 0.543 0.587359
## PC1099 -7.132e-05 2.042e-04 -0.349 0.726942
## PC1100 -1.869e-05 1.987e-04 -0.094 0.925082
## PC1101 -6.488e-05 2.051e-04 -0.316 0.751841
## PC1102 -6.234e-05 1.980e-04 -0.315 0.752885
## PC1103 1.945e-04 2.047e-04 0.950 0.342121
## PC1104 -2.437e-04 2.017e-04 -1.208 0.227304
## PC1105 1.017e-04 1.984e-04 0.513 0.608138
## PC1106 2.103e-04 2.038e-04 1.032 0.302328
## PC1107 5.047e-06 2.011e-04 0.025 0.979980
## PC1108 -1.596e-04 1.986e-04 -0.804 0.421769
## PC1109 -2.914e-04 2.005e-04 -1.454 0.146256
## PC1110 1.158e-04 2.044e-04 0.567 0.571082
## PC1111 1.844e-05 2.026e-04 0.091 0.927488
## PC1112 2.683e-05 1.983e-04 0.135 0.892404
## PC1113 -4.002e-05 2.031e-04 -0.197 0.843839
## PC1114 -3.695e-04 2.006e-04 -1.842 0.065676 .
## PC1115 3.178e-04 2.034e-04 1.562 0.118375
## PC1116 -2.238e-04 2.014e-04 -1.111 0.266670
## PC1117 2.639e-04 2.032e-04 1.299 0.194138
## PC1118 -4.977e-05 2.008e-04 -0.248 0.804262
## PC1119 -4.805e-04 2.015e-04 -2.384 0.017208 *
## PC1120 3.367e-05 2.021e-04 0.167 0.867709
## PC1121 -3.079e-05 1.997e-04 -0.154 0.877474
## PC1122 1.226e-04 2.014e-04 0.609 0.542825
## PC1123 -2.385e-04 2.047e-04 -1.165 0.244205
## PC1124 -4.742e-05 2.018e-04 -0.235 0.814216
## PC1125 -1.088e-04 2.008e-04 -0.542 0.588003
## PC1126 9.289e-05 2.062e-04 0.450 0.652469
## PC1127 -2.201e-04 2.039e-04 -1.080 0.280462
## PC1128 -1.686e-04 1.997e-04 -0.844 0.398640
## PC1129 2.290e-04 2.020e-04 1.134 0.257109
## PC1130 -3.197e-04 2.028e-04 -1.576 0.115162
## PC1131 2.538e-04 1.980e-04 1.282 0.199985
## PC1132 5.684e-05 2.036e-04 0.279 0.780177
## PC1133 4.274e-04 2.038e-04 2.097 0.036113 *
## PC1134 -9.507e-05 1.982e-04 -0.480 0.631460
## PC1135 2.871e-04 2.015e-04 1.425 0.154464
## PC1136 -2.961e-04 2.006e-04 -1.476 0.140073
## PC1137 -1.742e-04 2.006e-04 -0.869 0.385103
## PC1138 1.241e-04 2.015e-04 0.616 0.538127
## PC1139 -1.297e-04 2.007e-04 -0.646 0.518173
## PC1140 3.270e-04 1.994e-04 1.640 0.101179
## PC1141 -4.943e-04 2.019e-04 -2.448 0.014462 *
## PC1142 -1.797e-04 2.014e-04 -0.892 0.372489
## PC1143 2.334e-04 2.055e-04 1.136 0.256202
## PC1144 -2.777e-04 2.043e-04 -1.360 0.174129
## PC1145 -6.157e-04 2.021e-04 -3.046 0.002353 **
## PC1146 -3.246e-05 2.040e-04 -0.159 0.873613
## PC1147 2.509e-04 1.977e-04 1.269 0.204578
## PC1148 -1.203e-04 2.043e-04 -0.589 0.555973
## PC1149 1.639e-04 2.057e-04 0.797 0.425744
## PC1150 1.172e-04 2.024e-04 0.579 0.562645
## PC1151 1.995e-04 1.995e-04 1.000 0.317542
## PC1152 -3.136e-04 2.015e-04 -1.556 0.119785
## PC1153 -1.608e-04 2.051e-04 -0.784 0.432997
## PC1154 2.134e-04 2.046e-04 1.043 0.297072
## PC1155 -1.278e-04 2.047e-04 -0.624 0.532612
## PC1156 9.605e-05 2.026e-04 0.474 0.635529
## PC1157 9.026e-05 2.033e-04 0.444 0.657158
## PC1158 -8.896e-05 2.021e-04 -0.440 0.659824
## PC1159 -2.393e-04 2.022e-04 -1.183 0.236906
## PC1160 -5.693e-04 2.041e-04 -2.790 0.005335 **
## PC1161 3.204e-04 2.040e-04 1.570 0.116593
## PC1162 3.962e-04 2.011e-04 1.970 0.048981 *
## PC1163 2.819e-05 1.983e-04 0.142 0.887009
## PC1164 -1.486e-04 2.010e-04 -0.739 0.459811
## PC1165 1.079e-04 2.040e-04 0.529 0.596837
## PC1166 -7.204e-05 2.054e-04 -0.351 0.725850
## PC1167 6.385e-04 2.063e-04 3.095 0.001996 **
## PC1168 1.186e-05 2.003e-04 0.059 0.952778
## PC1169 4.194e-04 2.016e-04 2.080 0.037675 *
## PC1170 -4.086e-04 2.051e-04 -1.992 0.046492 *
## PC1171 2.298e-04 2.009e-04 1.144 0.252828
## PC1172 1.192e-04 2.047e-04 0.582 0.560480
## PC1173 1.280e-04 2.022e-04 0.633 0.526724
## PC1174 -8.235e-05 2.049e-04 -0.402 0.687757
## PC1175 3.689e-04 1.976e-04 1.867 0.062001 .
## PC1176 1.542e-04 2.058e-04 0.749 0.453925
## PC1177 3.072e-04 2.002e-04 1.535 0.125035
## PC1178 -2.833e-04 2.011e-04 -1.409 0.159129
## PC1179 1.716e-04 2.025e-04 0.848 0.396771
## PC1180 1.770e-04 2.005e-04 0.883 0.377460
## PC1181 1.236e-04 2.007e-04 0.616 0.538067
## PC1182 -3.092e-04 2.023e-04 -1.529 0.126534
## PC1183 -4.052e-05 2.029e-04 -0.200 0.841779
## PC1184 -1.700e-06 2.028e-04 -0.008 0.993312
## PC1185 3.072e-04 2.002e-04 1.534 0.125090
## PC1186 1.276e-04 2.016e-04 0.633 0.526817
## PC1187 -2.515e-04 2.031e-04 -1.238 0.215769
## PC1188 3.003e-04 2.046e-04 1.468 0.142302
## PC1189 3.057e-06 2.010e-04 0.015 0.987869
## PC1190 -3.552e-04 2.033e-04 -1.748 0.080705 .
## PC1191 -2.192e-04 2.035e-04 -1.077 0.281550
## PC1192 -4.495e-05 2.050e-04 -0.219 0.826489
## PC1193 -4.081e-06 1.995e-04 -0.020 0.983678
## PC1194 7.826e-05 2.050e-04 0.382 0.702719
## PC1195 -1.062e-04 2.012e-04 -0.528 0.597754
## PC1196 -3.931e-04 2.031e-04 -1.936 0.053034 .
## PC1197 8.580e-05 1.981e-04 0.433 0.665051
## PC1198 3.329e-04 2.057e-04 1.619 0.105706
## PC1199 -1.100e-04 2.094e-04 -0.525 0.599392
## PC1200 1.367e-05 2.025e-04 0.068 0.946187
## PC1201 -4.461e-05 2.013e-04 -0.222 0.824667
## PC1202 -1.715e-04 2.087e-04 -0.822 0.411153
## PC1203 -6.058e-05 2.062e-04 -0.294 0.768901
## PC1204 -1.362e-04 2.051e-04 -0.664 0.506755
## PC1205 2.330e-04 2.024e-04 1.151 0.249691
## PC1206 -4.251e-04 2.046e-04 -2.077 0.037916 *
## PC1207 -1.610e-04 2.049e-04 -0.786 0.432204
## PC1208 1.061e-04 2.070e-04 0.513 0.608271
## PC1209 2.833e-04 2.068e-04 1.370 0.170808
## PC1210 -2.541e-04 2.031e-04 -1.251 0.211003
## PC1211 4.615e-05 2.012e-04 0.229 0.818577
## PC1212 1.311e-04 1.987e-04 0.660 0.509586
## PC1213 -1.907e-04 2.046e-04 -0.932 0.351621
## PC1214 4.840e-04 2.010e-04 2.408 0.016153 *
## PC1215 1.935e-04 2.057e-04 0.941 0.347031
## PC1216 -2.006e-04 2.023e-04 -0.992 0.321484
## PC1217 -3.770e-04 1.998e-04 -1.887 0.059331 .
## PC1218 -6.926e-05 2.089e-04 -0.332 0.740258
## PC1219 -1.755e-04 2.081e-04 -0.843 0.399190
## PC1220 6.041e-05 2.037e-04 0.297 0.766799
## PC1221 1.158e-04 2.039e-04 0.568 0.570318
## PC1222 -9.048e-05 2.066e-04 -0.438 0.661507
## PC1223 1.537e-04 2.018e-04 0.762 0.446244
## PC1224 1.630e-04 2.046e-04 0.797 0.425801
## PC1225 4.025e-05 2.020e-04 0.199 0.842113
## PC1226 2.864e-05 2.096e-04 0.137 0.891337
## PC1227 2.444e-04 2.067e-04 1.182 0.237242
## PC1228 6.307e-05 2.041e-04 0.309 0.757364
## PC1229 -9.181e-05 2.031e-04 -0.452 0.651241
## PC1230 -3.804e-04 2.092e-04 -1.818 0.069192 .
## PC1231 4.262e-05 2.018e-04 0.211 0.832729
## PC1232 5.775e-05 2.040e-04 0.283 0.777180
## PC1233 8.294e-05 2.088e-04 0.397 0.691184
## PC1234 9.854e-05 2.067e-04 0.477 0.633587
## PC1235 -5.213e-04 2.045e-04 -2.549 0.010878 *
## PC1236 1.885e-06 2.033e-04 0.009 0.992605
## PC1237 1.278e-06 2.048e-04 0.006 0.995022
## PC1238 1.009e-04 2.001e-04 0.504 0.614030
## PC1239 -2.279e-04 2.067e-04 -1.103 0.270298
## PC1240 1.382e-04 2.079e-04 0.665 0.506158
## PC1241 1.495e-04 2.079e-04 0.719 0.472226
## PC1242 9.483e-05 2.061e-04 0.460 0.645567
## PC1243 -2.408e-04 2.026e-04 -1.188 0.234919
## PC1244 -2.263e-04 2.074e-04 -1.091 0.275339
## PC1245 -1.178e-04 2.039e-04 -0.578 0.563512
## PC1246 3.168e-04 2.032e-04 1.559 0.119074
## PC1247 -7.216e-06 2.072e-04 -0.035 0.972227
## PC1248 -1.466e-04 2.085e-04 -0.703 0.482053
## PC1249 -1.378e-04 2.077e-04 -0.664 0.507033
## PC1250 -2.187e-04 2.008e-04 -1.089 0.276264
## PC1251 -9.692e-05 2.059e-04 -0.471 0.637899
## PC1252 -8.926e-05 2.008e-04 -0.445 0.656695
## PC1253 -1.929e-04 2.043e-04 -0.944 0.345098
## PC1254 -1.892e-04 2.055e-04 -0.921 0.357299
## PC1255 -2.736e-04 2.012e-04 -1.360 0.173918
## PC1256 -1.822e-04 2.051e-04 -0.888 0.374598
## PC1257 2.770e-04 2.019e-04 1.372 0.170170
## PC1258 -1.798e-04 2.021e-04 -0.890 0.373836
## PC1259 7.019e-05 2.046e-04 0.343 0.731578
## PC1260 -1.547e-04 2.038e-04 -0.759 0.447870
## PC1261 1.918e-04 2.052e-04 0.935 0.349900
## PC1262 -1.329e-04 2.111e-04 -0.630 0.528951
## PC1263 -9.744e-06 2.084e-04 -0.047 0.962716
## PC1264 7.484e-05 2.022e-04 0.370 0.711273
## PC1265 2.668e-04 2.101e-04 1.270 0.204362
## PC1266 2.098e-04 2.029e-04 1.034 0.301303
## PC1267 2.773e-04 2.039e-04 1.360 0.174041
## PC1268 -5.399e-04 2.056e-04 -2.626 0.008721 **
## PC1269 -1.824e-04 2.077e-04 -0.878 0.380080
## PC1270 -1.919e-05 2.044e-04 -0.094 0.925200
## PC1271 -4.253e-04 2.042e-04 -2.083 0.037397 *
## PC1272 -4.002e-04 2.057e-04 -1.945 0.051931 .
## PC1273 6.416e-05 2.032e-04 0.316 0.752258
## PC1274 -2.026e-04 2.030e-04 -0.998 0.318599
## PC1275 -4.373e-04 2.072e-04 -2.111 0.034954 *
## PC1276 -2.967e-05 2.135e-04 -0.139 0.889475
## PC1277 2.338e-04 2.055e-04 1.138 0.255264
## PC1278 2.744e-04 2.066e-04 1.328 0.184276
## PC1279 -9.891e-05 2.057e-04 -0.481 0.630693
## PC1280 2.959e-04 2.088e-04 1.417 0.156699
## PC1281 2.287e-05 2.064e-04 0.111 0.911762
## PC1282 2.477e-04 2.029e-04 1.221 0.222380
## PC1283 -5.030e-05 2.076e-04 -0.242 0.808578
## PC1284 -8.023e-05 2.039e-04 -0.393 0.694005
## PC1285 -4.619e-04 2.057e-04 -2.246 0.024852 *
## PC1286 -2.691e-04 2.078e-04 -1.295 0.195658
## PC1287 -1.175e-06 2.052e-04 -0.006 0.995432
## PC1288 -7.538e-05 2.060e-04 -0.366 0.714508
## PC1289 4.580e-04 2.022e-04 2.265 0.023643 *
## PC1290 1.186e-04 2.058e-04 0.576 0.564533
## PC1291 -6.080e-04 2.073e-04 -2.932 0.003409 **
## PC1292 3.174e-04 2.093e-04 1.517 0.129468
## PC1293 8.766e-05 2.058e-04 0.426 0.670125
## PC1294 2.454e-04 2.059e-04 1.192 0.233400
## PC1295 2.843e-04 2.065e-04 1.377 0.168660
## PC1296 -1.515e-05 2.074e-04 -0.073 0.941773
## PC1297 3.494e-05 2.081e-04 0.168 0.866689
## PC1298 2.868e-04 2.068e-04 1.387 0.165641
## PC1299 -4.616e-05 2.059e-04 -0.224 0.822603
## PC1300 -1.833e-04 2.097e-04 -0.874 0.382025
## PC1301 -2.573e-04 2.061e-04 -1.249 0.211920
## PC1302 1.436e-04 2.110e-04 0.681 0.496041
## PC1303 5.128e-05 2.054e-04 0.250 0.802857
## PC1304 1.164e-04 2.074e-04 0.561 0.574887
## PC1305 -1.268e-04 2.036e-04 -0.623 0.533457
## PC1306 4.087e-05 2.064e-04 0.198 0.843070
## PC1307 1.102e-04 2.075e-04 0.531 0.595433
## PC1308 -1.708e-04 2.055e-04 -0.831 0.405994
## PC1309 1.865e-04 2.058e-04 0.906 0.365021
## PC1310 5.643e-05 2.085e-04 0.271 0.786684
## PC1311 3.321e-04 2.023e-04 1.642 0.100829
## PC1312 3.141e-04 2.134e-04 1.472 0.141208
## PC1313 4.901e-05 2.049e-04 0.239 0.810968
## PC1314 7.804e-05 2.064e-04 0.378 0.705384
## PC1315 1.902e-04 2.076e-04 0.916 0.359725
## PC1316 7.998e-05 2.040e-04 0.392 0.695035
## PC1317 1.501e-04 2.079e-04 0.722 0.470411
## PC1318 2.074e-04 2.082e-04 0.996 0.319178
## PC1319 8.478e-05 2.107e-04 0.402 0.687450
## PC1320 -6.124e-05 2.061e-04 -0.297 0.766361
## PC1321 -6.229e-06 2.042e-04 -0.031 0.975667
## PC1322 -1.865e-04 2.069e-04 -0.901 0.367568
## PC1323 1.931e-04 2.058e-04 0.938 0.348225
## PC1324 5.916e-05 2.068e-04 0.286 0.774870
## PC1325 4.765e-05 2.031e-04 0.235 0.814549
## PC1326 7.648e-05 2.082e-04 0.367 0.713371
## PC1327 -1.204e-05 2.058e-04 -0.059 0.953340
## PC1328 1.078e-04 2.075e-04 0.519 0.603540
## PC1329 -1.454e-04 2.085e-04 -0.698 0.485505
## PC1330 1.699e-04 2.061e-04 0.825 0.409719
## PC1331 -2.919e-04 2.077e-04 -1.405 0.160077
## PC1332 2.684e-04 2.068e-04 1.298 0.194408
## PC1333 2.669e-04 2.089e-04 1.278 0.201485
## PC1334 -1.578e-04 2.095e-04 -0.753 0.451625
## PC1335 -4.560e-06 2.104e-04 -0.022 0.982712
## PC1336 -2.094e-04 2.066e-04 -1.014 0.310797
## PC1337 5.476e-07 2.041e-04 0.003 0.997860
## PC1338 -2.311e-04 2.054e-04 -1.125 0.260707
## PC1339 -4.992e-04 2.050e-04 -2.435 0.014996 *
## PC1340 1.255e-04 2.075e-04 0.605 0.545371
## PC1341 -6.511e-06 2.087e-04 -0.031 0.975109
## PC1342 1.370e-04 2.050e-04 0.668 0.504178
## PC1343 -4.644e-04 2.082e-04 -2.231 0.025824 *
## PC1344 -4.539e-05 2.061e-04 -0.220 0.825749
## PC1345 8.617e-05 2.079e-04 0.415 0.678538
## PC1346 -8.273e-05 2.072e-04 -0.399 0.689661
## PC1347 -6.329e-05 2.095e-04 -0.302 0.762648
## PC1348 -9.352e-05 2.082e-04 -0.449 0.653328
## PC1349 6.319e-05 2.090e-04 0.302 0.762472
## PC1350 6.543e-05 2.013e-04 0.325 0.745195
## PC1351 7.104e-05 2.081e-04 0.341 0.732912
## PC1352 2.644e-04 2.084e-04 1.269 0.204775
## PC1353 1.584e-04 2.158e-04 0.734 0.462960
## PC1354 -2.644e-04 2.094e-04 -1.263 0.206797
## PC1355 -3.679e-04 2.030e-04 -1.813 0.070037 .
## PC1356 -1.694e-04 2.062e-04 -0.822 0.411385
## PC1357 -2.583e-04 2.051e-04 -1.259 0.208049
## PC1358 3.971e-04 2.069e-04 1.919 0.055096 .
## PC1359 -1.465e-04 2.056e-04 -0.712 0.476250
## PC1360 2.357e-04 2.028e-04 1.162 0.245220
## PC1361 1.631e-04 2.065e-04 0.790 0.429687
## PC1362 2.189e-04 2.074e-04 1.055 0.291446
## PC1363 2.088e-04 2.106e-04 0.991 0.321714
## PC1364 3.946e-04 2.048e-04 1.927 0.054192 .
## PC1365 -3.659e-04 2.089e-04 -1.751 0.080075 .
## PC1366 -2.964e-04 2.094e-04 -1.416 0.157026
## PC1367 9.319e-05 2.057e-04 0.453 0.650597
## PC1368 -1.344e-04 2.098e-04 -0.640 0.521950
## PC1369 -6.577e-05 2.070e-04 -0.318 0.750748
## PC1370 1.581e-04 2.045e-04 0.773 0.439468
## PC1371 -4.797e-04 2.110e-04 -2.274 0.023108 *
## PC1372 1.340e-04 2.099e-04 0.639 0.523146
## PC1373 1.515e-04 2.104e-04 0.720 0.471400
## PC1374 3.665e-04 2.056e-04 1.782 0.074850 .
## PC1375 -1.775e-04 2.085e-04 -0.851 0.394660
## PC1376 -7.882e-05 2.128e-04 -0.370 0.711066
## PC1377 -1.221e-04 2.103e-04 -0.580 0.561694
## PC1378 3.359e-04 2.057e-04 1.633 0.102701
## PC1379 4.225e-04 2.072e-04 2.039 0.041576 *
## PC1380 -4.624e-05 2.073e-04 -0.223 0.823544
## PC1381 3.294e-05 2.122e-04 0.155 0.876697
## PC1382 -3.948e-04 2.107e-04 -1.874 0.061132 .
## PC1383 -3.320e-04 2.089e-04 -1.589 0.112205
## PC1384 -1.496e-05 2.095e-04 -0.071 0.943073
## PC1385 3.299e-06 2.048e-04 0.016 0.987150
## PC1386 1.081e-05 2.099e-04 0.051 0.958943
## PC1387 1.809e-04 2.101e-04 0.861 0.389386
## PC1388 -2.601e-04 2.084e-04 -1.248 0.212172
## PC1389 -2.655e-04 2.091e-04 -1.270 0.204259
## PC1390 2.948e-04 2.142e-04 1.376 0.169013
## PC1391 -1.953e-04 2.074e-04 -0.941 0.346581
## PC1392 -7.535e-06 2.028e-04 -0.037 0.970372
## PC1393 -2.393e-04 2.111e-04 -1.133 0.257175
## PC1394 -2.034e-04 2.101e-04 -0.968 0.332963
## PC1395 -4.983e-04 2.096e-04 -2.377 0.017553 *
## PC1396 -3.249e-05 2.090e-04 -0.155 0.876485
## PC1397 3.116e-04 2.107e-04 1.479 0.139432
## PC1398 -1.276e-04 2.083e-04 -0.612 0.540337
## PC1399 -6.504e-05 2.035e-04 -0.320 0.749312
## PC1400 -3.439e-04 2.061e-04 -1.669 0.095380 .
## PC1401 -6.925e-05 2.064e-04 -0.336 0.737267
## PC1402 -1.770e-04 2.076e-04 -0.853 0.393916
## PC1403 4.317e-04 2.053e-04 2.103 0.035617 *
## PC1404 1.563e-05 2.090e-04 0.075 0.940383
## PC1405 4.002e-05 2.120e-04 0.189 0.850295
## PC1406 5.689e-05 2.046e-04 0.278 0.780991
## PC1407 7.047e-05 2.119e-04 0.333 0.739463
## PC1408 -1.417e-04 2.151e-04 -0.659 0.510124
## PC1409 -4.277e-04 2.089e-04 -2.047 0.040774 *
## PC1410 -2.263e-05 2.052e-04 -0.110 0.912207
## PC1411 -1.886e-04 2.111e-04 -0.893 0.371735
## PC1412 3.279e-04 2.081e-04 1.576 0.115210
## PC1413 -8.884e-05 2.161e-04 -0.411 0.681002
## PC1414 1.590e-05 2.080e-04 0.076 0.939062
## PC1415 6.383e-05 2.077e-04 0.307 0.758645
## PC1416 -1.113e-04 2.110e-04 -0.527 0.597926
## PC1417 2.188e-04 2.121e-04 1.032 0.302368
## PC1418 2.212e-04 2.107e-04 1.050 0.293884
## PC1419 -2.575e-05 2.121e-04 -0.121 0.903407
## PC1420 -3.729e-04 2.083e-04 -1.791 0.073533 .
## PC1421 -1.166e-04 2.099e-04 -0.556 0.578598
## PC1422 -2.176e-04 2.095e-04 -1.039 0.299138
## PC1423 -1.219e-04 2.077e-04 -0.587 0.557398
## PC1424 -1.888e-05 2.103e-04 -0.090 0.928471
## PC1425 3.623e-04 2.101e-04 1.724 0.084803 .
## PC1426 2.148e-04 2.075e-04 1.035 0.300711
## PC1427 2.059e-04 2.096e-04 0.982 0.326132
## PC1428 -2.264e-04 2.106e-04 -1.075 0.282471
## PC1429 -4.283e-05 2.144e-04 -0.200 0.841651
## PC1430 1.059e-05 2.126e-04 0.050 0.960279
## PC1431 2.116e-04 2.103e-04 1.006 0.314526
## PC1432 -2.756e-04 2.106e-04 -1.309 0.190867
## PC1433 2.607e-05 2.077e-04 0.126 0.900123
## PC1434 -2.901e-04 2.104e-04 -1.379 0.168206
## PC1435 1.819e-04 2.109e-04 0.862 0.388577
## PC1436 2.284e-04 2.090e-04 1.093 0.274526
## PC1437 -3.546e-04 2.110e-04 -1.681 0.092952 .
## PC1438 9.476e-05 2.089e-04 0.454 0.650235
## PC1439 6.462e-05 2.086e-04 0.310 0.756794
## PC1440 -3.273e-05 2.109e-04 -0.155 0.876698
## PC1441 3.147e-05 2.093e-04 0.150 0.880506
## PC1442 1.864e-05 2.087e-04 0.089 0.928846
## PC1443 1.225e-04 2.098e-04 0.584 0.559315
## PC1444 2.153e-04 2.094e-04 1.028 0.304076
## PC1445 -2.699e-04 2.116e-04 -1.276 0.202239
## PC1446 -1.685e-04 2.081e-04 -0.810 0.418209
## PC1447 1.041e-04 2.115e-04 0.492 0.622634
## PC1448 4.805e-04 2.083e-04 2.307 0.021163 *
## PC1449 -6.709e-05 2.083e-04 -0.322 0.747393
## PC1450 -3.008e-04 2.124e-04 -1.416 0.156993
## PC1451 -4.380e-04 2.154e-04 -2.034 0.042151 *
## PC1452 -2.028e-04 2.054e-04 -0.988 0.323524
## PC1453 -2.743e-05 2.092e-04 -0.131 0.895699
## PC1454 -3.642e-04 2.119e-04 -1.719 0.085838 .
## PC1455 -2.108e-04 2.080e-04 -1.013 0.310982
## PC1456 -2.954e-05 2.151e-04 -0.137 0.890765
## PC1457 -2.257e-05 2.102e-04 -0.107 0.914492
## PC1458 -4.951e-05 2.128e-04 -0.233 0.816041
## PC1459 -2.759e-04 2.096e-04 -1.316 0.188394
## PC1460 -8.243e-05 2.132e-04 -0.387 0.699092
## PC1461 -2.078e-04 2.100e-04 -0.989 0.322609
## PC1462 -1.054e-04 2.149e-04 -0.490 0.623947
## PC1463 5.773e-04 2.113e-04 2.732 0.006352 **
## PC1464 3.489e-05 2.109e-04 0.165 0.868587
## PC1465 -2.238e-04 2.087e-04 -1.072 0.283657
## PC1466 -1.268e-04 2.076e-04 -0.611 0.541366
## PC1467 -1.065e-04 2.120e-04 -0.502 0.615641
## PC1468 3.240e-04 2.149e-04 1.507 0.131885
## PC1469 1.511e-04 2.105e-04 0.718 0.472956
## PC1470 1.486e-04 2.092e-04 0.710 0.477713
## PC1471 -1.604e-04 2.083e-04 -0.770 0.441207
## PC1472 3.343e-05 2.101e-04 0.159 0.873593
## PC1473 9.119e-05 2.105e-04 0.433 0.664945
## PC1474 -2.552e-04 2.058e-04 -1.240 0.215024
## PC1475 -3.131e-04 2.122e-04 -1.476 0.140163
## PC1476 3.770e-04 2.122e-04 1.777 0.075771 .
## PC1477 5.122e-04 2.115e-04 2.422 0.015547 *
## PC1478 6.579e-06 2.123e-04 0.031 0.975276
## PC1479 4.396e-05 2.089e-04 0.210 0.833330
## PC1480 3.270e-04 2.096e-04 1.560 0.118995
## PC1481 3.313e-04 2.154e-04 1.538 0.124210
## PC1482 1.267e-04 2.126e-04 0.596 0.551272
## PC1483 -5.375e-04 2.123e-04 -2.532 0.011431 *
## PC1484 -8.838e-05 2.109e-04 -0.419 0.675208
## PC1485 -1.525e-04 2.125e-04 -0.718 0.473037
## PC1486 -2.017e-04 2.127e-04 -0.948 0.343207
## PC1487 2.894e-04 2.128e-04 1.360 0.174083
## PC1488 1.964e-04 2.107e-04 0.932 0.351296
## PC1489 3.403e-04 2.104e-04 1.618 0.105893
## PC1490 -1.607e-04 2.115e-04 -0.760 0.447595
## PC1491 1.521e-04 2.107e-04 0.722 0.470402
## PC1492 -1.835e-04 2.127e-04 -0.862 0.388551
## PC1493 -1.264e-04 2.140e-04 -0.590 0.555017
## PC1494 5.932e-04 2.117e-04 2.802 0.005133 **
## PC1495 5.475e-04 2.114e-04 2.590 0.009679 **
## PC1496 7.375e-05 2.105e-04 0.350 0.726136
## PC1497 -1.848e-04 2.056e-04 -0.899 0.368737
## PC1498 2.278e-04 2.130e-04 1.069 0.285027
## PC1499 -2.229e-04 2.089e-04 -1.067 0.286122
## PC1500 -1.416e-04 2.095e-04 -0.676 0.499312
## PC1501 2.802e-04 2.124e-04 1.319 0.187338
## PC1502 -2.790e-04 2.149e-04 -1.299 0.194242
## PC1503 -4.947e-05 2.072e-04 -0.239 0.811305
## PC1504 1.013e-04 2.042e-04 0.496 0.619817
## PC1505 1.584e-04 2.197e-04 0.721 0.471052
## PC1506 2.140e-04 2.079e-04 1.029 0.303519
## PC1507 -6.878e-05 2.128e-04 -0.323 0.746571
## PC1508 7.540e-06 2.139e-04 0.035 0.971878
## PC1509 2.530e-04 2.123e-04 1.192 0.233470
## PC1510 6.456e-05 2.120e-04 0.305 0.760703
## PC1511 -1.241e-04 2.107e-04 -0.589 0.555997
## PC1512 4.478e-04 2.116e-04 2.117 0.034421 *
## PC1513 -4.219e-05 2.123e-04 -0.199 0.842496
## PC1514 -2.508e-04 2.146e-04 -1.168 0.242792
## PC1515 5.235e-04 2.132e-04 2.455 0.014168 *
## PC1516 -7.194e-05 2.149e-04 -0.335 0.737801
## PC1517 -8.838e-05 2.113e-04 -0.418 0.675798
## PC1518 -1.834e-05 2.098e-04 -0.087 0.930375
## PC1519 -2.763e-04 2.155e-04 -1.282 0.200032
## PC1520 -5.713e-05 2.109e-04 -0.271 0.786550
## PC1521 2.982e-04 2.132e-04 1.399 0.162039
## PC1522 -3.058e-04 2.127e-04 -1.438 0.150732
## PC1523 -3.928e-06 2.124e-04 -0.018 0.985249
## PC1524 -1.926e-04 2.079e-04 -0.926 0.354408
## PC1525 -1.731e-04 2.139e-04 -0.809 0.418418
## PC1526 2.627e-05 2.155e-04 0.122 0.903010
## PC1527 -9.716e-05 2.076e-04 -0.468 0.639783
## PC1528 3.282e-04 2.128e-04 1.542 0.123180
## PC1529 -8.701e-05 2.177e-04 -0.400 0.689497
## PC1530 -1.064e-05 2.103e-04 -0.051 0.959643
## PC1531 1.894e-07 2.152e-04 0.001 0.999298
## PC1532 -3.314e-04 2.126e-04 -1.559 0.119190
## PC1533 2.400e-04 2.157e-04 1.113 0.265849
## PC1534 -2.032e-04 2.136e-04 -0.951 0.341748
## PC1535 -3.932e-04 2.162e-04 -1.818 0.069171 .
## PC1536 -2.390e-04 2.135e-04 -1.119 0.263141
## PC1537 4.963e-05 2.078e-04 0.239 0.811311
## PC1538 -8.458e-05 2.105e-04 -0.402 0.687835
## PC1539 -2.668e-04 2.192e-04 -1.218 0.223573
## PC1540 7.160e-05 2.148e-04 0.333 0.738934
## PC1541 -2.540e-04 2.139e-04 -1.187 0.235284
## PC1542 -2.988e-04 2.130e-04 -1.403 0.160861
## PC1543 2.787e-04 2.126e-04 1.311 0.190023
## PC1544 -8.839e-06 2.174e-04 -0.041 0.967569
## PC1545 -9.130e-05 2.118e-04 -0.431 0.666481
## PC1546 -2.439e-04 2.138e-04 -1.141 0.254029
## PC1547 1.494e-04 2.130e-04 0.701 0.483222
## PC1548 2.041e-04 2.112e-04 0.966 0.334013
## PC1549 -3.366e-04 2.108e-04 -1.597 0.110506
## PC1550 -9.234e-05 2.103e-04 -0.439 0.660585
## PC1551 -5.366e-05 2.156e-04 -0.249 0.803456
## PC1552 -2.423e-04 2.128e-04 -1.139 0.254999
## PC1553 -1.121e-04 2.129e-04 -0.527 0.598431
## PC1554 1.665e-04 2.125e-04 0.784 0.433351
## PC1555 2.287e-04 2.112e-04 1.083 0.278946
## PC1556 -6.027e-05 2.108e-04 -0.286 0.774997
## PC1557 1.624e-04 2.136e-04 0.761 0.447006
## PC1558 -1.037e-04 2.105e-04 -0.492 0.622509
## PC1559 -8.603e-05 2.137e-04 -0.403 0.687333
## PC1560 -6.307e-05 2.117e-04 -0.298 0.765847
## PC1561 -3.019e-07 2.151e-04 -0.001 0.998880
## PC1562 2.223e-04 2.110e-04 1.054 0.292147
## PC1563 -3.362e-04 2.191e-04 -1.534 0.125104
## PC1564 -7.904e-05 2.104e-04 -0.376 0.707168
## PC1565 2.548e-05 2.159e-04 0.118 0.906074
## PC1566 -8.890e-05 2.091e-04 -0.425 0.670801
## PC1567 1.314e-04 2.162e-04 0.608 0.543473
## PC1568 1.604e-04 2.132e-04 0.753 0.451799
## PC1569 -2.216e-04 2.106e-04 -1.052 0.292747
## PC1570 5.395e-04 2.131e-04 2.532 0.011442 *
## PC1571 6.929e-05 2.117e-04 0.327 0.743503
## PC1572 -1.368e-04 2.127e-04 -0.643 0.520235
## PC1573 1.071e-04 2.127e-04 0.504 0.614613
## PC1574 3.274e-05 2.169e-04 0.151 0.880048
## PC1575 -9.800e-05 2.160e-04 -0.454 0.650024
## PC1576 1.819e-04 2.183e-04 0.833 0.404853
## PC1577 -1.459e-04 2.192e-04 -0.665 0.505823
## PC1578 -7.696e-05 2.180e-04 -0.353 0.724096
## PC1579 -5.153e-04 2.123e-04 -2.427 0.015311 *
## PC1580 -4.668e-04 2.166e-04 -2.155 0.031306 *
## PC1581 -2.714e-04 2.107e-04 -1.288 0.197920
## PC1582 -2.212e-04 2.169e-04 -1.020 0.307862
## PC1583 9.853e-05 2.139e-04 0.461 0.645090
## PC1584 -4.213e-04 2.090e-04 -2.016 0.043985 *
## PC1585 -6.757e-04 2.129e-04 -3.173 0.001533 **
## PC1586 -2.906e-04 2.149e-04 -1.352 0.176491
## PC1587 -7.028e-05 2.158e-04 -0.326 0.744724
## PC1588 2.125e-05 2.160e-04 0.098 0.921640
## PC1589 2.359e-05 2.120e-04 0.111 0.911392
## PC1590 6.067e-05 2.143e-04 0.283 0.777160
## PC1591 -2.452e-04 2.144e-04 -1.144 0.252923
## PC1592 3.082e-05 2.111e-04 0.146 0.883956
## PC1593 -1.603e-04 2.144e-04 -0.748 0.454835
## PC1594 -2.141e-04 2.146e-04 -0.997 0.318693
## PC1595 6.685e-05 2.151e-04 0.311 0.755961
## PC1596 6.142e-05 2.086e-04 0.295 0.768409
## PC1597 7.647e-05 2.139e-04 0.357 0.720781
## PC1598 -2.604e-04 2.150e-04 -1.211 0.226078
## PC1599 -9.398e-05 2.125e-04 -0.442 0.658283
## PC1600 3.592e-04 2.136e-04 1.682 0.092801 .
## PC1601 1.527e-04 2.181e-04 0.700 0.483824
## PC1602 8.113e-05 2.141e-04 0.379 0.704741
## PC1603 4.306e-04 2.164e-04 1.990 0.046755 *
## PC1604 -3.084e-04 2.171e-04 -1.421 0.155556
## PC1605 2.316e-04 2.187e-04 1.059 0.289701
## PC1606 -1.879e-04 2.111e-04 -0.890 0.373423
## PC1607 1.977e-04 2.121e-04 0.933 0.351182
## PC1608 -1.922e-04 2.112e-04 -0.910 0.363106
## PC1609 -2.938e-04 2.120e-04 -1.386 0.165936
## PC1610 1.940e-04 2.172e-04 0.894 0.371695
## PC1611 -3.259e-04 2.103e-04 -1.550 0.121366
## PC1612 -1.540e-04 2.141e-04 -0.719 0.472171
## PC1613 9.368e-07 2.132e-04 0.004 0.996495
## PC1614 2.937e-04 2.165e-04 1.357 0.175055
## PC1615 -3.966e-04 2.070e-04 -1.916 0.055583 .
## PC1616 1.122e-04 2.141e-04 0.524 0.600391
## PC1617 -3.890e-04 2.100e-04 -1.852 0.064126 .
## PC1618 7.670e-06 2.142e-04 0.036 0.971439
## PC1619 2.330e-05 2.187e-04 0.107 0.915169
## PC1620 -2.714e-04 2.192e-04 -1.238 0.215971
## PC1621 5.538e-04 2.148e-04 2.578 0.010009 *
## PC1622 3.078e-04 2.251e-04 1.367 0.171664
## PC1623 1.753e-04 2.096e-04 0.836 0.403060
## PC1624 2.322e-05 2.133e-04 0.109 0.913321
## PC1625 5.604e-04 2.141e-04 2.618 0.008928 **
## PC1626 8.813e-05 2.103e-04 0.419 0.675181
## PC1627 -4.435e-04 2.168e-04 -2.046 0.040912 *
## PC1628 3.148e-04 2.185e-04 1.441 0.149768
## PC1629 1.961e-04 2.157e-04 0.909 0.363508
## PC1630 5.545e-05 2.193e-04 0.253 0.800465
## PC1631 1.425e-04 2.123e-04 0.671 0.502334
## PC1632 1.146e-04 2.112e-04 0.542 0.587566
## PC1633 2.253e-05 2.168e-04 0.104 0.917241
## PC1634 -1.443e-04 2.128e-04 -0.678 0.497710
## PC1635 4.956e-05 2.149e-04 0.231 0.817621
## PC1636 -1.525e-04 2.186e-04 -0.698 0.485319
## PC1637 1.932e-05 2.137e-04 0.090 0.927973
## PC1638 2.332e-04 2.140e-04 1.090 0.276022
## PC1639 2.697e-04 2.174e-04 1.240 0.214990
## PC1640 -4.618e-04 2.158e-04 -2.140 0.032532 *
## PC1641 -2.474e-04 2.201e-04 -1.124 0.261144
## PC1642 2.034e-05 2.150e-04 0.095 0.924610
## PC1643 2.514e-04 2.123e-04 1.184 0.236574
## PC1644 1.753e-04 2.209e-04 0.794 0.427567
## PC1645 -2.912e-04 2.119e-04 -1.374 0.169495
## PC1646 6.241e-05 2.166e-04 0.288 0.773222
## PC1647 -4.063e-05 2.195e-04 -0.185 0.853148
## PC1648 2.894e-05 2.160e-04 0.134 0.893421
## PC1649 3.563e-04 2.139e-04 1.666 0.095866 .
## PC1650 1.061e-04 2.154e-04 0.493 0.622258
## PC1651 4.450e-05 2.156e-04 0.206 0.836512
## PC1652 -1.423e-04 2.187e-04 -0.651 0.515253
## PC1653 2.216e-04 2.200e-04 1.007 0.313855
## PC1654 -1.120e-04 2.159e-04 -0.519 0.603960
## PC1655 5.506e-04 2.189e-04 2.515 0.011995 *
## PC1656 2.642e-05 2.135e-04 0.124 0.901537
## PC1657 4.475e-06 2.198e-04 0.020 0.983764
## PC1658 1.854e-04 2.141e-04 0.866 0.386698
## PC1659 2.022e-04 2.180e-04 0.927 0.353846
## PC1660 -1.186e-04 2.179e-04 -0.544 0.586455
## PC1661 9.385e-05 2.125e-04 0.442 0.658793
## PC1662 -4.081e-05 2.165e-04 -0.189 0.850483
## PC1663 -1.942e-04 2.122e-04 -0.915 0.360139
## PC1664 1.728e-04 2.151e-04 0.803 0.421866
## PC1665 1.197e-04 2.166e-04 0.553 0.580505
## PC1666 1.193e-04 2.105e-04 0.567 0.570888
## PC1667 -2.470e-04 2.189e-04 -1.129 0.259170
## PC1668 -2.719e-05 2.156e-04 -0.126 0.899647
## PC1669 -3.495e-05 2.222e-04 -0.157 0.875058
## PC1670 6.761e-05 2.140e-04 0.316 0.752054
## PC1671 1.273e-04 2.161e-04 0.589 0.555970
## PC1672 1.647e-04 2.156e-04 0.764 0.445051
## PC1673 -2.488e-05 2.168e-04 -0.115 0.908649
## PC1674 4.968e-04 2.136e-04 2.326 0.020118 *
## PC1675 -1.556e-04 2.141e-04 -0.727 0.467308
## PC1676 -5.947e-05 2.171e-04 -0.274 0.784231
## PC1677 -2.162e-04 2.184e-04 -0.990 0.322315
## PC1678 2.273e-04 2.112e-04 1.076 0.282099
## PC1679 -9.794e-05 2.161e-04 -0.453 0.650428
## PC1680 2.291e-05 2.202e-04 0.104 0.917183
## PC1681 -3.282e-04 2.139e-04 -1.534 0.125212
## PC1682 -4.798e-05 2.168e-04 -0.221 0.824893
## PC1683 -4.990e-05 2.174e-04 -0.230 0.818499
## PC1684 -6.919e-05 2.196e-04 -0.315 0.752742
## PC1685 -4.182e-04 2.169e-04 -1.928 0.053997 .
## PC1686 -6.130e-05 2.170e-04 -0.282 0.777629
## PC1687 1.254e-04 2.170e-04 0.578 0.563300
## PC1688 3.277e-04 2.156e-04 1.520 0.128742
## PC1689 1.772e-04 2.144e-04 0.826 0.408640
## PC1690 1.835e-04 2.193e-04 0.837 0.402735
## PC1691 3.441e-04 2.163e-04 1.591 0.111825
## PC1692 2.099e-04 2.166e-04 0.969 0.332595
## PC1693 2.316e-05 2.208e-04 0.105 0.916463
## PC1694 -1.514e-04 2.202e-04 -0.687 0.491897
## PC1695 -7.236e-05 2.162e-04 -0.335 0.737926
## PC1696 -1.175e-04 2.169e-04 -0.542 0.588034
## PC1697 -4.267e-04 2.179e-04 -1.959 0.050329 .
## PC1698 2.864e-04 2.125e-04 1.348 0.177912
## PC1699 -1.770e-04 2.121e-04 -0.834 0.404214
## PC1700 -2.242e-04 2.149e-04 -1.043 0.296961
## PC1701 2.071e-04 2.200e-04 0.941 0.346610
## PC1702 -1.343e-04 2.218e-04 -0.606 0.544834
## PC1703 1.271e-04 2.134e-04 0.596 0.551525
## PC1704 -1.592e-05 2.147e-04 -0.074 0.940914
## PC1705 -2.144e-04 2.160e-04 -0.992 0.321189
## PC1706 -1.759e-04 2.121e-04 -0.829 0.407066
## PC1707 1.212e-04 2.182e-04 0.555 0.578678
## PC1708 -2.698e-05 2.167e-04 -0.124 0.900949
## PC1709 2.512e-04 2.137e-04 1.176 0.239878
## PC1710 -3.331e-05 2.161e-04 -0.154 0.877542
## PC1711 -8.798e-05 2.181e-04 -0.403 0.686677
## PC1712 -1.344e-04 2.194e-04 -0.613 0.540130
## PC1713 -1.544e-04 2.186e-04 -0.706 0.479981
## PC1714 -1.530e-04 2.176e-04 -0.703 0.482214
## PC1715 1.516e-04 2.186e-04 0.693 0.488096
## PC1716 3.708e-04 2.187e-04 1.695 0.090211 .
## PC1717 -6.686e-05 2.129e-04 -0.314 0.753560
## PC1718 -2.351e-04 2.185e-04 -1.076 0.282160
## PC1719 2.006e-04 2.184e-04 0.919 0.358475
## PC1720 5.528e-06 2.214e-04 0.025 0.980082
## PC1721 -2.035e-04 2.155e-04 -0.944 0.345187
## PC1722 -4.039e-04 2.177e-04 -1.856 0.063652 .
## PC1723 5.503e-04 2.164e-04 2.543 0.011086 *
## PC1724 -2.370e-05 2.162e-04 -0.110 0.912738
## PC1725 -4.882e-04 2.158e-04 -2.262 0.023826 *
## PC1726 7.602e-05 2.184e-04 0.348 0.727812
## PC1727 2.448e-04 2.230e-04 1.098 0.272428
## PC1728 -3.215e-04 2.151e-04 -1.495 0.135117
## PC1729 -1.168e-04 2.174e-04 -0.537 0.591034
## PC1730 -4.643e-05 2.181e-04 -0.213 0.831411
## PC1731 -1.293e-04 2.201e-04 -0.588 0.556936
## PC1732 -7.337e-05 2.161e-04 -0.340 0.734232
## PC1733 2.557e-04 2.178e-04 1.174 0.240583
## PC1734 3.474e-05 2.147e-04 0.162 0.871469
## PC1735 -1.453e-05 2.191e-04 -0.066 0.947117
## PC1736 -2.909e-04 2.136e-04 -1.362 0.173448
## PC1737 2.075e-04 2.187e-04 0.949 0.342778
## PC1738 -2.533e-04 2.215e-04 -1.143 0.253022
## PC1739 -7.745e-05 2.212e-04 -0.350 0.726244
## PC1740 -9.348e-05 2.181e-04 -0.429 0.668288
## PC1741 -1.887e-04 2.154e-04 -0.876 0.381088
## PC1742 -9.104e-06 2.128e-04 -0.043 0.965879
## PC1743 -2.145e-04 2.222e-04 -0.966 0.334426
## PC1744 1.745e-04 2.184e-04 0.799 0.424519
## PC1745 -6.541e-05 2.198e-04 -0.298 0.766000
## PC1746 2.810e-04 2.138e-04 1.314 0.188865
## PC1747 5.564e-04 2.178e-04 2.554 0.010723 *
## PC1748 1.103e-07 2.193e-04 0.001 0.999599
## PC1749 -2.199e-04 2.209e-04 -0.995 0.319753
## PC1750 -2.101e-04 2.159e-04 -0.973 0.330620
## PC1751 1.423e-04 2.184e-04 0.652 0.514640
## PC1752 -9.815e-05 2.154e-04 -0.456 0.648757
## PC1753 -8.317e-05 2.176e-04 -0.382 0.702363
## PC1754 -9.257e-05 2.184e-04 -0.424 0.671713
## PC1755 -1.585e-04 2.193e-04 -0.723 0.469897
## PC1756 -1.882e-05 2.158e-04 -0.087 0.930525
## PC1757 -1.664e-04 2.177e-04 -0.764 0.444726
## PC1758 1.902e-04 2.178e-04 0.873 0.382612
## PC1759 1.865e-04 2.157e-04 0.865 0.387166
## PC1760 -2.692e-04 2.172e-04 -1.239 0.215385
## PC1761 2.993e-04 2.173e-04 1.377 0.168635
## PC1762 9.987e-05 2.146e-04 0.465 0.641689
## PC1763 1.354e-04 2.208e-04 0.613 0.539701
## PC1764 4.353e-04 2.176e-04 2.000 0.045648 *
## PC1765 1.225e-04 2.184e-04 0.561 0.574935
## PC1766 2.711e-05 2.211e-04 0.123 0.902435
## PC1767 -1.044e-04 2.179e-04 -0.479 0.631826
## PC1768 -2.070e-05 2.205e-04 -0.094 0.925208
## PC1769 -2.334e-04 2.159e-04 -1.081 0.279746
## PC1770 -3.606e-04 2.195e-04 -1.643 0.100520
## PC1771 1.915e-04 2.262e-04 0.846 0.397443
## PC1772 -4.103e-04 2.151e-04 -1.907 0.056632 .
## PC1773 3.852e-04 2.226e-04 1.731 0.083707 .
## PC1774 -1.610e-04 2.220e-04 -0.725 0.468490
## PC1775 -1.066e-04 2.233e-04 -0.477 0.633210
## PC1776 -1.393e-04 2.149e-04 -0.648 0.517112
## PC1777 -2.310e-04 2.166e-04 -1.066 0.286437
## PC1778 -1.201e-04 2.260e-04 -0.532 0.595054
## PC1779 -8.276e-05 2.255e-04 -0.367 0.713612
## PC1780 1.024e-04 2.193e-04 0.467 0.640553
## PC1781 2.360e-04 2.165e-04 1.090 0.275859
## PC1782 5.723e-05 2.158e-04 0.265 0.790872
## PC1783 2.340e-04 2.193e-04 1.067 0.286139
## PC1784 1.284e-04 2.180e-04 0.589 0.556105
## PC1785 -4.164e-04 2.216e-04 -1.879 0.060379 .
## PC1786 -1.998e-04 2.241e-04 -0.892 0.372647
## PC1787 -1.698e-04 2.190e-04 -0.776 0.438104
## PC1788 -2.135e-04 2.189e-04 -0.976 0.329369
## PC1789 -1.186e-04 2.205e-04 -0.538 0.590756
## PC1790 -8.713e-05 2.205e-04 -0.395 0.692801
## PC1791 9.427e-05 2.216e-04 0.425 0.670657
## PC1792 2.034e-04 2.164e-04 0.940 0.347296
## PC1793 3.907e-04 2.194e-04 1.781 0.075146 .
## PC1794 8.686e-05 2.141e-04 0.406 0.685081
## PC1795 1.859e-04 2.227e-04 0.835 0.404022
## PC1796 -2.916e-04 2.169e-04 -1.344 0.179030
## PC1797 2.826e-04 2.206e-04 1.281 0.200486
## PC1798 -4.550e-04 2.172e-04 -2.095 0.036288 *
## PC1799 -5.973e-06 2.207e-04 -0.027 0.978408
## PC1800 4.460e-04 2.206e-04 2.021 0.043405 *
## PC1801 -1.847e-05 2.173e-04 -0.085 0.932277
## PC1802 -1.544e-04 2.187e-04 -0.706 0.480322
## PC1803 -2.344e-04 2.285e-04 -1.026 0.304992
## PC1804 3.991e-04 2.221e-04 1.797 0.072561 .
## PC1805 8.269e-05 2.178e-04 0.380 0.704315
## PC1806 1.305e-04 2.192e-04 0.595 0.551886
## PC1807 -6.191e-04 2.176e-04 -2.845 0.004486 **
## PC1808 -2.702e-04 2.163e-04 -1.249 0.211694
## PC1809 3.400e-04 2.158e-04 1.575 0.115343
## PC1810 6.437e-05 2.201e-04 0.292 0.770006
## PC1811 -2.797e-04 2.223e-04 -1.258 0.208506
## PC1812 6.379e-05 2.222e-04 0.287 0.774058
## PC1813 -3.197e-04 2.211e-04 -1.446 0.148313
## PC1814 -4.369e-04 2.145e-04 -2.037 0.041818 *
## PC1815 4.207e-04 2.164e-04 1.945 0.051982 .
## PC1816 -8.442e-05 2.183e-04 -0.387 0.699010
## PC1817 -2.107e-04 2.226e-04 -0.947 0.343848
## PC1818 2.342e-04 2.229e-04 1.051 0.293558
## PC1819 2.035e-04 2.172e-04 0.937 0.349082
## PC1820 1.993e-04 2.157e-04 0.924 0.355695
## PC1821 5.166e-04 2.176e-04 2.375 0.017667 *
## PC1822 -2.623e-04 2.234e-04 -1.174 0.240588
## PC1823 -1.048e-04 2.223e-04 -0.472 0.637282
## PC1824 2.885e-05 2.209e-04 0.131 0.896112
## PC1825 -1.482e-04 2.236e-04 -0.663 0.507431
## PC1826 2.754e-04 2.204e-04 1.250 0.211578
## PC1827 -3.256e-04 2.187e-04 -1.489 0.136756
## PC1828 -3.040e-04 2.281e-04 -1.333 0.182764
## PC1829 1.263e-04 2.235e-04 0.565 0.572093
## PC1830 -1.590e-04 2.185e-04 -0.728 0.466693
## PC1831 -3.586e-05 2.226e-04 -0.161 0.872015
## PC1832 -3.083e-04 2.171e-04 -1.420 0.155781
## PC1833 -5.147e-04 2.196e-04 -2.343 0.019223 *
## PC1834 -7.817e-06 2.221e-04 -0.035 0.971932
## PC1835 4.238e-04 2.197e-04 1.929 0.053856 .
## PC1836 4.652e-04 2.154e-04 2.160 0.030917 *
## PC1837 -5.589e-05 2.197e-04 -0.254 0.799259
## PC1838 2.362e-04 2.198e-04 1.075 0.282683
## PC1839 3.296e-04 2.216e-04 1.488 0.137024
## PC1840 5.806e-05 2.161e-04 0.269 0.788240
## PC1841 1.134e-04 2.172e-04 0.522 0.601583
## PC1842 -2.323e-04 2.214e-04 -1.049 0.294131
## PC1843 -1.749e-04 2.159e-04 -0.810 0.417911
## PC1844 4.380e-04 2.227e-04 1.967 0.049332 *
## PC1845 2.031e-05 2.212e-04 0.092 0.926880
## PC1846 -2.513e-04 2.247e-04 -1.118 0.263616
## PC1847 -4.038e-04 2.200e-04 -1.836 0.066565 .
## PC1848 2.037e-04 2.178e-04 0.936 0.349646
## PC1849 -4.192e-04 2.201e-04 -1.904 0.057044 .
## PC1850 -5.514e-05 2.219e-04 -0.248 0.803827
## PC1851 -3.791e-04 2.226e-04 -1.704 0.088635 .
## PC1852 3.646e-04 2.233e-04 1.633 0.102653
## PC1853 -2.868e-04 2.175e-04 -1.319 0.187470
## PC1854 2.203e-04 2.223e-04 0.991 0.321934
## PC1855 1.022e-04 2.201e-04 0.464 0.642520
## PC1856 -1.322e-04 2.235e-04 -0.591 0.554351
## PC1857 1.089e-05 2.190e-04 0.050 0.960361
## PC1858 2.453e-05 2.246e-04 0.109 0.913026
## PC1859 -6.635e-05 2.168e-04 -0.306 0.759575
## PC1860 3.129e-04 2.228e-04 1.404 0.160370
## PC1861 -1.229e-05 2.221e-04 -0.055 0.955881
## PC1862 -1.642e-04 2.209e-04 -0.744 0.457247
## PC1863 5.288e-05 2.228e-04 0.237 0.812446
## PC1864 2.592e-05 2.282e-04 0.114 0.909565
## PC1865 4.078e-04 2.244e-04 1.817 0.069397 .
## PC1866 4.305e-04 2.235e-04 1.926 0.054317 .
## PC1867 2.697e-04 2.248e-04 1.200 0.230463
## PC1868 -1.138e-04 2.222e-04 -0.512 0.608553
## PC1869 -1.286e-04 2.179e-04 -0.590 0.555204
## PC1870 -6.579e-04 2.252e-04 -2.921 0.003533 **
## PC1871 -3.731e-04 2.222e-04 -1.679 0.093333 .
## PC1872 1.690e-04 2.225e-04 0.760 0.447565
## PC1873 -9.628e-05 2.193e-04 -0.439 0.660752
## PC1874 3.503e-05 2.219e-04 0.158 0.874596
## PC1875 8.493e-05 2.188e-04 0.388 0.697868
## PC1876 1.892e-04 2.240e-04 0.845 0.398344
## PC1877 3.463e-04 2.185e-04 1.585 0.113090
## PC1878 4.753e-04 2.187e-04 2.173 0.029901 *
## PC1879 2.568e-04 2.184e-04 1.176 0.239811
## PC1880 -2.930e-04 2.242e-04 -1.307 0.191412
## PC1881 2.930e-04 2.196e-04 1.334 0.182266
## PC1882 4.558e-06 2.223e-04 0.021 0.983643
## PC1883 3.084e-05 2.210e-04 0.140 0.889040
## PC1884 3.943e-05 2.223e-04 0.177 0.859232
## PC1885 -2.434e-04 2.165e-04 -1.124 0.261125
## PC1886 -1.121e-04 2.202e-04 -0.509 0.610646
## PC1887 -3.276e-06 2.192e-04 -0.015 0.988075
## PC1888 6.659e-08 2.216e-04 0.000 0.999760
## PC1889 -2.274e-04 2.229e-04 -1.020 0.307920
## PC1890 -5.861e-04 2.249e-04 -2.605 0.009252 **
## PC1891 1.183e-04 2.230e-04 0.530 0.595966
## PC1892 -7.120e-05 2.187e-04 -0.326 0.744823
## PC1893 -2.364e-04 2.167e-04 -1.091 0.275267
## PC1894 -5.989e-06 2.223e-04 -0.027 0.978512
## PC1895 -3.800e-04 2.246e-04 -1.692 0.090773 .
## PC1896 7.899e-05 2.244e-04 0.352 0.724891
## PC1897 -2.701e-04 2.197e-04 -1.229 0.219082
## PC1898 -1.273e-04 2.241e-04 -0.568 0.570100
## PC1899 2.286e-05 2.247e-04 0.102 0.918985
## PC1900 1.978e-04 2.211e-04 0.895 0.371069
## PC1901 -2.871e-04 2.272e-04 -1.263 0.206581
## PC1902 -2.686e-04 2.215e-04 -1.213 0.225439
## PC1903 1.279e-04 2.212e-04 0.578 0.563111
## PC1904 -7.166e-05 2.173e-04 -0.330 0.741587
## PC1905 2.055e-04 2.228e-04 0.922 0.356625
## PC1906 -5.150e-05 2.213e-04 -0.233 0.816007
## PC1907 3.363e-06 2.206e-04 0.015 0.987840
## PC1908 3.360e-04 2.217e-04 1.515 0.129899
## PC1909 -4.578e-05 2.259e-04 -0.203 0.839451
## PC1910 2.535e-04 2.244e-04 1.130 0.258625
## PC1911 5.480e-06 2.160e-04 0.025 0.979758
## PC1912 1.768e-04 2.220e-04 0.797 0.425840
## PC1913 -1.470e-04 2.205e-04 -0.667 0.505094
## PC1914 -6.664e-04 2.255e-04 -2.955 0.003169 **
## PC1915 1.611e-04 2.267e-04 0.710 0.477555
## PC1916 1.066e-04 2.266e-04 0.471 0.637954
## PC1917 1.207e-04 2.234e-04 0.540 0.589109
## PC1918 -4.933e-04 2.175e-04 -2.268 0.023464 *
## PC1919 -9.583e-05 2.241e-04 -0.428 0.669003
## PC1920 1.060e-04 2.226e-04 0.476 0.634093
## PC1921 1.029e-04 2.231e-04 0.461 0.644627
## PC1922 2.116e-04 2.215e-04 0.955 0.339593
## PC1923 3.123e-04 2.246e-04 1.390 0.164659
## PC1924 5.823e-05 2.196e-04 0.265 0.790892
## PC1925 -9.848e-05 2.222e-04 -0.443 0.657715
## PC1926 1.231e-04 2.238e-04 0.550 0.582280
## PC1927 6.473e-05 2.278e-04 0.284 0.776340
## PC1928 -1.177e-05 2.221e-04 -0.053 0.957736
## PC1929 2.440e-05 2.288e-04 0.107 0.915090
## PC1930 -2.406e-04 2.260e-04 -1.065 0.287081
## PC1931 6.428e-05 2.204e-04 0.292 0.770547
## PC1932 2.521e-05 2.251e-04 0.112 0.910842
## PC1933 -4.095e-04 2.204e-04 -1.858 0.063407 .
## PC1934 -4.414e-05 2.249e-04 -0.196 0.844447
## PC1935 3.699e-04 2.238e-04 1.653 0.098558 .
## PC1936 2.238e-04 2.221e-04 1.008 0.313726
## PC1937 2.843e-04 2.210e-04 1.287 0.198402
## PC1938 2.351e-06 2.239e-04 0.011 0.991623
## PC1939 3.806e-05 2.232e-04 0.170 0.864659
## PC1940 -1.091e-04 2.231e-04 -0.489 0.624879
## PC1941 4.187e-04 2.197e-04 1.905 0.056891 .
## PC1942 1.518e-04 2.277e-04 0.667 0.505168
## PC1943 1.006e-04 2.213e-04 0.455 0.649360
## PC1944 2.879e-04 2.230e-04 1.291 0.197018
## PC1945 -3.845e-04 2.274e-04 -1.691 0.091044 .
## PC1946 -1.265e-04 2.229e-04 -0.568 0.570442
## PC1947 6.296e-04 2.257e-04 2.790 0.005334 **
## PC1948 1.059e-04 2.276e-04 0.465 0.641799
## PC1949 -4.208e-04 2.223e-04 -1.893 0.058529 .
## PC1950 4.091e-04 2.207e-04 1.853 0.063989 .
## PC1951 3.887e-04 2.244e-04 1.732 0.083449 .
## PC1952 2.436e-05 2.214e-04 0.110 0.912384
## PC1953 -3.616e-04 2.292e-04 -1.578 0.114837
## PC1954 -1.144e-04 2.206e-04 -0.518 0.604201
## PC1955 -1.207e-04 2.249e-04 -0.537 0.591595
## PC1956 -5.459e-04 2.260e-04 -2.415 0.015841 *
## PC1957 3.624e-05 2.207e-04 0.164 0.869585
## PC1958 -1.015e-04 2.275e-04 -0.446 0.655474
## PC1959 1.313e-05 2.184e-04 0.060 0.952053
## PC1960 2.165e-04 2.197e-04 0.985 0.324642
## PC1961 -1.176e-04 2.235e-04 -0.526 0.598751
## PC1962 -4.414e-04 2.190e-04 -2.015 0.044034 *
## PC1963 -3.838e-04 2.204e-04 -1.742 0.081743 .
## PC1964 2.247e-04 2.216e-04 1.014 0.310822
## PC1965 1.984e-04 2.255e-04 0.880 0.379106
## PC1966 1.565e-04 2.203e-04 0.711 0.477472
## PC1967 2.139e-04 2.228e-04 0.960 0.337357
## PC1968 1.867e-04 2.265e-04 0.824 0.409913
## PC1969 -2.174e-05 2.238e-04 -0.097 0.922610
## PC1970 -4.324e-04 2.216e-04 -1.951 0.051242 .
## PC1971 3.342e-04 2.234e-04 1.496 0.134860
## PC1972 -6.448e-04 2.233e-04 -2.888 0.003929 **
## PC1973 -2.563e-04 2.242e-04 -1.143 0.253139
## PC1974 1.935e-04 2.263e-04 0.855 0.392593
## PC1975 -2.827e-04 2.232e-04 -1.267 0.205393
## PC1976 -5.741e-05 2.274e-04 -0.252 0.800735
## PC1977 -5.592e-05 2.275e-04 -0.246 0.805883
## PC1978 1.972e-04 2.251e-04 0.876 0.381162
## PC1979 -9.057e-05 2.245e-04 -0.403 0.686668
## PC1980 2.620e-04 2.209e-04 1.186 0.235786
## PC1981 1.385e-04 2.213e-04 0.626 0.531407
## PC1982 7.353e-06 2.241e-04 0.033 0.973832
## PC1983 2.782e-04 2.213e-04 1.257 0.208948
## PC1984 1.871e-04 2.259e-04 0.828 0.407690
## PC1985 1.300e-04 2.220e-04 0.585 0.558337
## PC1986 3.298e-05 2.202e-04 0.150 0.880971
## PC1987 2.423e-04 2.203e-04 1.100 0.271501
## PC1988 4.908e-04 2.235e-04 2.196 0.028204 *
## PC1989 -1.848e-04 2.240e-04 -0.825 0.409532
## PC1990 -1.794e-04 2.262e-04 -0.793 0.427643
## PC1991 -2.471e-04 2.249e-04 -1.099 0.272018
## PC1992 2.291e-06 2.276e-04 0.010 0.991971
## PC1993 -3.875e-04 2.227e-04 -1.740 0.082027 .
## PC1994 -2.727e-04 2.229e-04 -1.223 0.221380
## PC1995 1.132e-04 2.267e-04 0.499 0.617715
## PC1996 -4.189e-04 2.256e-04 -1.857 0.063527 .
## PC1997 -1.431e-04 2.293e-04 -0.624 0.532762
## PC1998 -5.172e-04 2.184e-04 -2.368 0.018015 *
## PC1999 2.639e-04 2.252e-04 1.172 0.241432
## PC2000 1.148e-04 2.246e-04 0.511 0.609274
## PC2001 2.053e-04 2.341e-04 0.877 0.380515
## PC2002 1.206e-04 2.279e-04 0.529 0.596572
## PC2003 -1.343e-04 2.257e-04 -0.595 0.551984
## PC2004 5.226e-05 2.301e-04 0.227 0.820356
## PC2005 -2.291e-04 2.261e-04 -1.014 0.310954
## PC2006 -8.249e-07 2.274e-04 -0.004 0.997105
## PC2007 -1.512e-04 2.230e-04 -0.678 0.497882
## PC2008 1.606e-04 2.211e-04 0.727 0.467607
## PC2009 -2.046e-04 2.243e-04 -0.912 0.361837
## PC2010 -1.730e-04 2.253e-04 -0.768 0.442639
## PC2011 -8.814e-05 2.205e-04 -0.400 0.689371
## PC2012 -4.368e-04 2.241e-04 -1.949 0.051442 .
## PC2013 1.672e-04 2.268e-04 0.737 0.461065
## PC2014 -1.639e-04 2.243e-04 -0.731 0.465105
## PC2015 2.273e-04 2.269e-04 1.002 0.316477
## PC2016 -9.575e-05 2.215e-04 -0.432 0.665575
## PC2017 -4.174e-04 2.242e-04 -1.861 0.062869 .
## PC2018 -2.528e-04 2.239e-04 -1.129 0.259014
## PC2019 2.147e-04 2.282e-04 0.941 0.346911
## PC2020 2.675e-04 2.225e-04 1.203 0.229302
## PC2021 -1.317e-04 2.233e-04 -0.590 0.555419
## PC2022 -8.856e-05 2.303e-04 -0.385 0.700640
## PC2023 -1.464e-04 2.256e-04 -0.649 0.516380
## PC2024 -1.847e-04 2.231e-04 -0.828 0.407915
## PC2025 -1.297e-04 2.233e-04 -0.581 0.561298
## PC2026 -8.870e-05 2.263e-04 -0.392 0.695141
## PC2027 4.164e-05 2.269e-04 0.184 0.854393
## PC2028 4.715e-04 2.285e-04 2.064 0.039165 *
## PC2029 -1.644e-04 2.287e-04 -0.719 0.472298
## PC2030 1.901e-05 2.257e-04 0.084 0.932899
## PC2031 -4.010e-04 2.262e-04 -1.773 0.076423 .
## PC2032 -8.090e-05 2.268e-04 -0.357 0.721308
## PC2033 -6.842e-05 2.311e-04 -0.296 0.767233
## PC2034 -4.559e-06 2.237e-04 -0.020 0.983741
## PC2035 2.092e-04 2.235e-04 0.936 0.349411
## PC2036 -1.247e-04 2.229e-04 -0.559 0.576021
## PC2037 2.220e-04 2.220e-04 1.000 0.317414
## PC2038 -2.659e-04 2.237e-04 -1.189 0.234739
## PC2039 1.591e-04 2.291e-04 0.695 0.487459
## PC2040 -2.145e-05 2.264e-04 -0.095 0.924505
## PC2041 3.576e-04 2.304e-04 1.552 0.120802
## PC2042 6.707e-04 2.260e-04 2.968 0.003043 **
## PC2043 4.611e-05 2.229e-04 0.207 0.836131
## PC2044 4.051e-05 2.233e-04 0.181 0.856055
## PC2045 2.246e-04 2.268e-04 0.990 0.322254
## PC2046 -4.690e-05 2.235e-04 -0.210 0.833794
## PC2047 -1.160e-04 2.241e-04 -0.518 0.604753
## PC2048 -6.098e-05 2.226e-04 -0.274 0.784168
## PC2049 -9.302e-05 2.252e-04 -0.413 0.679635
## PC2050 -3.134e-04 2.295e-04 -1.365 0.172355
## PC2051 7.856e-06 2.277e-04 0.034 0.972483
## PC2052 1.189e-04 2.210e-04 0.538 0.590593
## PC2053 7.355e-05 2.259e-04 0.326 0.744756
## PC2054 -5.888e-04 2.236e-04 -2.633 0.008529 **
## PC2055 -6.036e-05 2.260e-04 -0.267 0.789459
## PC2056 4.168e-05 2.274e-04 0.183 0.854607
## PC2057 1.284e-04 2.296e-04 0.559 0.575908
## PC2058 1.398e-04 2.252e-04 0.621 0.534874
## PC2059 -3.551e-04 2.279e-04 -1.558 0.119429
## PC2060 1.389e-04 2.265e-04 0.613 0.539758
## PC2061 2.793e-04 2.248e-04 1.242 0.214337
## PC2062 2.480e-04 2.234e-04 1.111 0.266919
## PC2063 -2.216e-04 2.268e-04 -0.977 0.328749
## PC2064 -2.286e-04 2.272e-04 -1.006 0.314538
## PC2065 -9.515e-05 2.225e-04 -0.428 0.668977
## PC2066 5.012e-06 2.206e-04 0.023 0.981879
## PC2067 -1.125e-04 2.227e-04 -0.505 0.613607
## PC2068 -2.115e-05 2.272e-04 -0.093 0.925827
## PC2069 -2.343e-04 2.277e-04 -1.029 0.303600
## PC2070 -2.594e-04 2.300e-04 -1.128 0.259554
## PC2071 2.542e-04 2.304e-04 1.103 0.270057
## PC2072 1.763e-05 2.271e-04 0.078 0.938128
## PC2073 3.098e-04 2.298e-04 1.348 0.177806
## PC2074 -1.578e-04 2.232e-04 -0.707 0.479695
## PC2075 -2.565e-06 2.270e-04 -0.011 0.990985
## PC2076 2.961e-04 2.269e-04 1.305 0.192029
## PC2077 -1.439e-04 2.241e-04 -0.642 0.520834
## PC2078 1.597e-05 2.227e-04 0.072 0.942841
## PC2079 3.189e-04 2.282e-04 1.397 0.162453
## PC2080 1.713e-04 2.239e-04 0.765 0.444429
## PC2081 -4.947e-05 2.223e-04 -0.223 0.823905
## PC2082 2.871e-05 2.263e-04 0.127 0.899059
## PC2083 2.122e-05 2.299e-04 0.092 0.926447
## PC2084 -1.456e-04 2.252e-04 -0.646 0.518078
## PC2085 1.023e-04 2.292e-04 0.446 0.655302
## PC2086 -4.751e-04 2.283e-04 -2.081 0.037539 *
## PC2087 -1.608e-04 2.277e-04 -0.706 0.480005
## PC2088 2.855e-04 2.285e-04 1.250 0.211573
## PC2089 3.652e-04 2.245e-04 1.627 0.103983
## PC2090 -1.140e-05 2.267e-04 -0.050 0.959918
## PC2091 2.100e-04 2.280e-04 0.921 0.357360
## PC2092 -5.985e-05 2.294e-04 -0.261 0.794222
## PC2093 6.635e-06 2.283e-04 0.029 0.976817
## PC2094 5.157e-04 2.253e-04 2.289 0.022185 *
## PC2095 4.286e-04 2.257e-04 1.899 0.057717 .
## PC2096 -2.578e-05 2.262e-04 -0.114 0.909275
## PC2097 1.856e-04 2.359e-04 0.787 0.431598
## PC2098 -3.483e-04 2.291e-04 -1.520 0.128591
## PC2099 1.475e-04 2.270e-04 0.650 0.516045
## PC2100 -1.323e-04 2.230e-04 -0.593 0.553218
## PC2101 -2.030e-04 2.253e-04 -0.901 0.367618
## PC2102 1.721e-04 2.272e-04 0.758 0.448822
## PC2103 -7.360e-05 2.296e-04 -0.321 0.748537
## PC2104 3.373e-04 2.241e-04 1.505 0.132507
## PC2105 -2.436e-04 2.266e-04 -1.075 0.282590
## PC2106 4.772e-04 2.289e-04 2.084 0.037277 *
## PC2107 -5.848e-05 2.295e-04 -0.255 0.798861
## PC2108 2.826e-04 2.280e-04 1.239 0.215486
## PC2109 1.572e-04 2.269e-04 0.693 0.488433
## PC2110 -1.457e-04 2.231e-04 -0.653 0.513692
## PC2111 4.397e-04 2.276e-04 1.932 0.053580 .
## PC2112 -5.864e-04 2.317e-04 -2.530 0.011483 *
## PC2113 2.681e-04 2.347e-04 1.142 0.253450
## PC2114 -2.735e-04 2.261e-04 -1.209 0.226684
## PC2115 -4.612e-04 2.239e-04 -2.060 0.039576 *
## PC2116 -3.281e-04 2.312e-04 -1.419 0.156138
## PC2117 -1.138e-04 2.260e-04 -0.503 0.614677
## PC2118 -1.759e-04 2.259e-04 -0.779 0.436313
## PC2119 1.293e-04 2.270e-04 0.569 0.569097
## PC2120 -4.284e-04 2.289e-04 -1.872 0.061439 .
## PC2121 1.337e-04 2.299e-04 0.582 0.560862
## PC2122 1.067e-04 2.233e-04 0.478 0.632964
## PC2123 -1.267e-04 2.244e-04 -0.565 0.572343
## PC2124 3.295e-05 2.279e-04 0.145 0.885032
## PC2125 -9.685e-05 2.306e-04 -0.420 0.674473
## PC2126 6.157e-05 2.297e-04 0.268 0.788700
## PC2127 -3.633e-04 2.331e-04 -1.558 0.119315
## PC2128 -1.162e-04 2.284e-04 -0.509 0.610931
## PC2129 4.159e-04 2.241e-04 1.856 0.063665 .
## PC2130 -3.113e-04 2.312e-04 -1.347 0.178254
## PC2131 6.949e-04 2.276e-04 3.054 0.002295 **
## PC2132 -1.602e-04 2.255e-04 -0.711 0.477356
## PC2133 -6.066e-05 2.250e-04 -0.270 0.787508
## PC2134 2.242e-04 2.302e-04 0.974 0.330251
## PC2135 1.903e-04 2.291e-04 0.831 0.406339
## PC2136 9.279e-05 2.299e-04 0.404 0.686501
## PC2137 4.925e-04 2.271e-04 2.168 0.030276 *
## PC2138 -4.970e-05 2.308e-04 -0.215 0.829537
## PC2139 -4.029e-04 2.283e-04 -1.764 0.077832 .
## PC2140 -2.801e-04 2.325e-04 -1.205 0.228467
## PC2141 -5.944e-05 2.272e-04 -0.262 0.793687
## PC2142 1.127e-04 2.265e-04 0.498 0.618742
## PC2143 7.486e-05 2.332e-04 0.321 0.748191
## PC2144 1.335e-04 2.251e-04 0.593 0.553303
## PC2145 -4.901e-05 2.272e-04 -0.216 0.829246
## PC2146 1.484e-04 2.284e-04 0.650 0.515894
## PC2147 3.479e-04 2.253e-04 1.544 0.122721
## PC2148 -2.043e-04 2.308e-04 -0.885 0.376030
## PC2149 2.219e-05 2.254e-04 0.098 0.921569
## PC2150 1.413e-04 2.332e-04 0.606 0.544655
## PC2151 4.390e-05 2.227e-04 0.197 0.843740
## PC2152 -1.976e-04 2.336e-04 -0.846 0.397732
## PC2153 -4.383e-04 2.320e-04 -1.890 0.058986 .
## PC2154 3.315e-04 2.344e-04 1.414 0.157425
## PC2155 -9.327e-05 2.325e-04 -0.401 0.688298
## PC2156 1.577e-04 2.276e-04 0.693 0.488312
## PC2157 1.064e-04 2.308e-04 0.461 0.644934
## PC2158 -1.453e-04 2.279e-04 -0.638 0.523794
## PC2159 -1.613e-04 2.286e-04 -0.706 0.480526
## PC2160 1.776e-04 2.369e-04 0.750 0.453500
## PC2161 -2.889e-04 2.244e-04 -1.287 0.198107
## PC2162 -1.138e-04 2.356e-04 -0.483 0.629052
## PC2163 -1.666e-04 2.290e-04 -0.727 0.467117
## PC2164 9.701e-05 2.341e-04 0.414 0.678656
## PC2165 -1.195e-04 2.288e-04 -0.522 0.601408
## PC2166 -2.243e-04 2.270e-04 -0.988 0.323220
## PC2167 6.175e-05 2.321e-04 0.266 0.790218
## PC2168 3.631e-04 2.263e-04 1.604 0.108820
## PC2169 -3.491e-04 2.298e-04 -1.519 0.128905
## PC2170 -5.970e-04 2.338e-04 -2.553 0.010755 *
## PC2171 -3.616e-05 2.311e-04 -0.157 0.875643
## PC2172 4.753e-05 2.247e-04 0.212 0.832502
## PC2173 -4.210e-04 2.293e-04 -1.836 0.066468 .
## PC2174 2.814e-04 2.278e-04 1.235 0.216971
## PC2175 1.199e-04 2.274e-04 0.527 0.598248
## PC2176 2.695e-04 2.313e-04 1.165 0.244039
## PC2177 -1.537e-04 2.329e-04 -0.660 0.509411
## PC2178 -9.959e-05 2.276e-04 -0.438 0.661771
## PC2179 2.154e-04 2.314e-04 0.931 0.352101
## PC2180 -9.092e-05 2.313e-04 -0.393 0.694305
## PC2181 -1.892e-04 2.301e-04 -0.822 0.410935
## PC2182 -1.365e-04 2.308e-04 -0.591 0.554407
## PC2183 -6.230e-05 2.257e-04 -0.276 0.782507
## PC2184 2.251e-04 2.270e-04 0.992 0.321523
## PC2185 5.199e-05 2.277e-04 0.228 0.819427
## PC2186 2.261e-04 2.235e-04 1.011 0.311920
## PC2187 2.756e-04 2.319e-04 1.188 0.234825
## PC2188 -1.285e-04 2.339e-04 -0.549 0.582837
## PC2189 -5.309e-04 2.364e-04 -2.246 0.024820 *
## PC2190 -2.101e-05 2.348e-04 -0.089 0.928705
## PC2191 -1.169e-04 2.312e-04 -0.506 0.613055
## PC2192 4.219e-04 2.319e-04 1.819 0.069030 .
## PC2193 -3.242e-04 2.327e-04 -1.393 0.163731
## PC2194 2.041e-04 2.265e-04 0.901 0.367496
## PC2195 1.640e-04 2.346e-04 0.699 0.484575
## PC2196 -2.076e-04 2.267e-04 -0.916 0.359839
## PC2197 1.372e-04 2.294e-04 0.598 0.549913
## PC2198 -1.411e-04 2.284e-04 -0.618 0.536676
## PC2199 3.145e-04 2.330e-04 1.350 0.177159
## PC2200 2.801e-04 2.343e-04 1.195 0.232068
## PC2201 2.357e-04 2.293e-04 1.028 0.304259
## PC2202 -3.415e-04 2.340e-04 -1.460 0.144516
## PC2203 -1.641e-04 2.257e-04 -0.727 0.467280
## PC2204 -3.220e-05 2.297e-04 -0.140 0.888566
## PC2205 -1.539e-05 2.280e-04 -0.068 0.946178
## PC2206 -6.188e-05 2.329e-04 -0.266 0.790540
## PC2207 1.707e-04 2.264e-04 0.754 0.450910
## PC2208 -3.996e-04 2.291e-04 -1.744 0.081265 .
## PC2209 5.021e-04 2.365e-04 2.123 0.033873 *
## PC2210 4.438e-04 2.293e-04 1.936 0.053090 .
## PC2211 2.016e-04 2.306e-04 0.874 0.382086
## PC2212 1.199e-05 2.306e-04 0.052 0.958539
## PC2213 5.210e-05 2.353e-04 0.221 0.824768
## PC2214 -1.328e-04 2.296e-04 -0.578 0.563203
## PC2215 5.210e-05 2.271e-04 0.229 0.818563
## PC2216 -3.545e-04 2.306e-04 -1.537 0.124455
## PC2217 -2.490e-04 2.283e-04 -1.090 0.275669
## PC2218 1.911e-05 2.310e-04 0.083 0.934080
## PC2219 -2.660e-04 2.359e-04 -1.128 0.259658
## PC2220 5.566e-05 2.360e-04 0.236 0.813580
## PC2221 9.789e-05 2.324e-04 0.421 0.673720
## PC2222 -1.735e-04 2.308e-04 -0.752 0.452414
## PC2223 5.136e-05 2.298e-04 0.223 0.823192
## PC2224 1.691e-04 2.287e-04 0.739 0.459912
## PC2225 5.053e-05 2.293e-04 0.220 0.825656
## PC2226 -2.280e-04 2.314e-04 -0.986 0.324483
## PC2227 -9.903e-05 2.326e-04 -0.426 0.670299
## PC2228 2.637e-04 2.285e-04 1.154 0.248573
## PC2229 -1.742e-04 2.330e-04 -0.748 0.454734
## PC2230 4.382e-05 2.343e-04 0.187 0.851700
## PC2231 2.317e-04 2.260e-04 1.025 0.305496
## PC2232 1.212e-04 2.276e-04 0.533 0.594393
## PC2233 2.551e-04 2.315e-04 1.102 0.270583
## PC2234 -2.865e-04 2.337e-04 -1.226 0.220427
## PC2235 -1.486e-05 2.295e-04 -0.065 0.948385
## PC2236 1.808e-04 2.305e-04 0.784 0.433009
## PC2237 3.313e-05 2.293e-04 0.144 0.885160
## PC2238 1.668e-04 2.293e-04 0.727 0.467160
## PC2239 -8.326e-05 2.314e-04 -0.360 0.719060
## PC2240 -1.980e-04 2.295e-04 -0.863 0.388528
## PC2241 5.714e-05 2.296e-04 0.249 0.803506
## PC2242 -1.889e-04 2.303e-04 -0.820 0.412240
## PC2243 2.743e-06 2.289e-04 0.012 0.990441
## PC2244 7.001e-05 2.256e-04 0.310 0.756393
## PC2245 1.505e-04 2.329e-04 0.646 0.518257
## PC2246 1.065e-05 2.340e-04 0.046 0.963712
## PC2247 1.522e-05 2.318e-04 0.066 0.947662
## PC2248 -4.131e-04 2.303e-04 -1.794 0.072958 .
## PC2249 -2.140e-04 2.300e-04 -0.931 0.352235
## PC2250 -4.208e-04 2.339e-04 -1.799 0.072174 .
## PC2251 -1.831e-04 2.288e-04 -0.800 0.423550
## PC2252 1.302e-04 2.297e-04 0.567 0.570782
## PC2253 -8.279e-05 2.302e-04 -0.360 0.719144
## PC2254 2.457e-04 2.333e-04 1.053 0.292407
## PC2255 -6.014e-05 2.296e-04 -0.262 0.793441
## PC2256 2.735e-04 2.267e-04 1.206 0.227851
## PC2257 -2.704e-04 2.318e-04 -1.167 0.243464
## PC2258 -1.014e-04 2.337e-04 -0.434 0.664380
## PC2259 4.808e-05 2.352e-04 0.204 0.838052
## PC2260 -4.717e-05 2.314e-04 -0.204 0.838510
## PC2261 1.040e-04 2.319e-04 0.449 0.653790
## PC2262 1.719e-04 2.314e-04 0.743 0.457544
## PC2263 1.433e-04 2.349e-04 0.610 0.541823
## PC2264 2.057e-04 2.300e-04 0.894 0.371277
## PC2265 3.474e-05 2.326e-04 0.149 0.881288
## PC2266 -3.561e-04 2.324e-04 -1.532 0.125603
## PC2267 2.666e-05 2.310e-04 0.115 0.908116
## PC2268 -2.078e-04 2.329e-04 -0.893 0.372244
## PC2269 2.519e-04 2.300e-04 1.095 0.273547
## PC2270 -1.325e-04 2.361e-04 -0.561 0.574742
## PC2271 1.777e-04 2.353e-04 0.755 0.450344
## PC2272 1.891e-04 2.348e-04 0.805 0.420699
## PC2273 -2.970e-04 2.315e-04 -1.283 0.199579
## PC2274 2.573e-04 2.350e-04 1.095 0.273616
## PC2275 -2.791e-04 2.322e-04 -1.202 0.229561
## PC2276 -3.408e-04 2.283e-04 -1.493 0.135682
## PC2277 -3.289e-04 2.338e-04 -1.407 0.159645
## PC2278 -1.144e-04 2.313e-04 -0.495 0.620880
## PC2279 1.436e-04 2.312e-04 0.621 0.534435
## PC2280 4.486e-05 2.309e-04 0.194 0.845950
## PC2281 -1.242e-04 2.345e-04 -0.530 0.596329
## PC2282 8.355e-05 2.286e-04 0.365 0.714824
## PC2283 2.690e-04 2.332e-04 1.154 0.248857
## PC2284 1.538e-04 2.300e-04 0.669 0.503688
## PC2285 9.842e-05 2.392e-04 0.411 0.680773
## PC2286 -4.679e-05 2.311e-04 -0.202 0.839558
## PC2287 2.026e-04 2.344e-04 0.864 0.387618
## PC2288 -1.291e-05 2.328e-04 -0.055 0.955788
## PC2289 -5.900e-05 2.327e-04 -0.254 0.799822
## PC2290 1.763e-04 2.362e-04 0.747 0.455433
## PC2291 -1.152e-04 2.337e-04 -0.493 0.622273
## PC2292 -3.655e-04 2.368e-04 -1.544 0.122883
## PC2293 3.935e-04 2.346e-04 1.677 0.093748 .
## PC2294 4.039e-04 2.419e-04 1.669 0.095204 .
## PC2295 -1.735e-04 2.348e-04 -0.739 0.460137
## PC2296 -2.558e-04 2.374e-04 -1.077 0.281465
## PC2297 6.435e-05 2.316e-04 0.278 0.781208
## PC2298 -1.809e-04 2.310e-04 -0.783 0.433758
## PC2299 -2.550e-04 2.356e-04 -1.083 0.279140
## PC2300 -3.196e-04 2.323e-04 -1.376 0.169015
## PC2301 -1.951e-04 2.329e-04 -0.838 0.402328
## PC2302 -9.067e-05 2.309e-04 -0.393 0.694573
## PC2303 -1.481e-05 2.363e-04 -0.063 0.950043
## PC2304 -1.363e-04 2.346e-04 -0.581 0.561160
## PC2305 -6.211e-05 2.288e-04 -0.271 0.786055
## PC2306 -1.169e-04 2.309e-04 -0.506 0.612662
## PC2307 1.335e-04 2.338e-04 0.571 0.568105
## PC2308 -5.270e-04 2.337e-04 -2.255 0.024279 *
## PC2309 -2.628e-05 2.358e-04 -0.111 0.911252
## PC2310 -4.770e-05 2.327e-04 -0.205 0.837595
## PC2311 -2.352e-04 2.322e-04 -1.013 0.311333
## PC2312 -2.796e-04 2.310e-04 -1.211 0.226197
## PC2313 1.085e-04 2.373e-04 0.457 0.647680
## PC2314 -6.552e-04 2.316e-04 -2.829 0.004721 **
## PC2315 -1.252e-04 2.381e-04 -0.526 0.599115
## PC2316 -3.892e-05 2.337e-04 -0.167 0.867728
## PC2317 5.843e-05 2.272e-04 0.257 0.797059
## PC2318 7.571e-05 2.360e-04 0.321 0.748359
## PC2319 -3.001e-04 2.342e-04 -1.281 0.200223
## PC2320 2.199e-06 2.320e-04 0.009 0.992438
## PC2321 -1.739e-04 2.364e-04 -0.736 0.462031
## PC2322 2.587e-04 2.380e-04 1.087 0.277219
## PC2323 -2.194e-04 2.308e-04 -0.951 0.341926
## PC2324 2.679e-04 2.332e-04 1.149 0.250713
## PC2325 9.111e-05 2.377e-04 0.383 0.701512
## PC2326 1.083e-04 2.353e-04 0.460 0.645220
## PC2327 5.848e-04 2.350e-04 2.488 0.012929 *
## PC2328 -7.291e-05 2.355e-04 -0.310 0.756924
## PC2329 -2.386e-04 2.345e-04 -1.018 0.309056
## PC2330 1.267e-04 2.366e-04 0.536 0.592283
## PC2331 -4.341e-04 2.294e-04 -1.892 0.058619 .
## PC2332 4.206e-04 2.337e-04 1.800 0.072019 .
## PC2333 2.572e-04 2.345e-04 1.097 0.272946
## PC2334 1.825e-04 2.343e-04 0.779 0.436089
## PC2335 1.410e-04 2.345e-04 0.601 0.547734
## PC2336 -2.248e-04 2.337e-04 -0.962 0.336240
## PC2337 -1.346e-04 2.333e-04 -0.577 0.563888
## PC2338 -3.073e-04 2.286e-04 -1.344 0.179100
## PC2339 -1.384e-04 2.368e-04 -0.584 0.558994
## PC2340 2.323e-04 2.330e-04 0.997 0.318976
## PC2341 5.772e-05 2.317e-04 0.249 0.803276
## PC2342 3.499e-04 2.364e-04 1.480 0.139007
## PC2343 -3.472e-04 2.370e-04 -1.465 0.143211
## PC2344 -8.396e-05 2.362e-04 -0.355 0.722285
## PC2345 1.966e-05 2.304e-04 0.085 0.932022
## PC2346 1.484e-04 2.374e-04 0.625 0.531867
## PC2347 -2.218e-04 2.347e-04 -0.945 0.344732
## PC2348 -2.598e-05 2.329e-04 -0.112 0.911202
## PC2349 8.156e-05 2.386e-04 0.342 0.732571
## PC2350 1.397e-04 2.339e-04 0.597 0.550315
## PC2351 -1.439e-04 2.386e-04 -0.603 0.546417
## PC2352 -5.739e-05 2.315e-04 -0.248 0.804223
## PC2353 1.932e-04 2.340e-04 0.826 0.408964
## PC2354 2.580e-04 2.379e-04 1.085 0.278124
## PC2355 7.154e-05 2.364e-04 0.303 0.762273
## PC2356 -2.586e-04 2.401e-04 -1.077 0.281655
## PC2357 9.309e-05 2.355e-04 0.395 0.692718
## PC2358 9.615e-05 2.341e-04 0.411 0.681360
## PC2359 -2.006e-04 2.371e-04 -0.846 0.397623
## PC2360 -3.660e-06 2.311e-04 -0.016 0.987363
## PC2361 4.630e-04 2.367e-04 1.956 0.050651 .
## PC2362 2.799e-04 2.415e-04 1.159 0.246677
## PC2363 -8.145e-05 2.332e-04 -0.349 0.726950
## PC2364 1.247e-04 2.341e-04 0.532 0.594503
## PC2365 8.451e-05 2.343e-04 0.361 0.718424
## PC2366 4.775e-05 2.318e-04 0.206 0.836790
## PC2367 2.299e-04 2.348e-04 0.979 0.327749
## PC2368 -3.099e-04 2.371e-04 -1.307 0.191440
## PC2369 -2.186e-05 2.295e-04 -0.095 0.924115
## PC2370 5.069e-05 2.357e-04 0.215 0.829721
## PC2371 -3.059e-04 2.344e-04 -1.305 0.192116
## PC2372 -3.975e-04 2.334e-04 -1.703 0.088720 .
## PC2373 -3.866e-04 2.360e-04 -1.638 0.101552
## PC2374 2.205e-04 2.396e-04 0.921 0.357411
## PC2375 -2.901e-04 2.390e-04 -1.214 0.225088
## PC2376 5.209e-04 2.317e-04 2.248 0.024696 *
## PC2377 -1.755e-04 2.324e-04 -0.755 0.450388
## PC2378 2.765e-04 2.345e-04 1.179 0.238481
## PC2379 3.155e-04 2.380e-04 1.326 0.185154
## PC2380 3.123e-06 2.406e-04 0.013 0.989647
## PC2381 -7.588e-05 2.421e-04 -0.313 0.754016
## PC2382 -9.695e-05 2.291e-04 -0.423 0.672252
## PC2383 5.766e-04 2.375e-04 2.427 0.015308 *
## PC2384 7.800e-06 2.369e-04 0.033 0.973735
## PC2385 3.875e-04 2.354e-04 1.646 0.099881 .
## PC2386 5.994e-05 2.361e-04 0.254 0.799639
## PC2387 4.201e-04 2.342e-04 1.794 0.072996 .
## PC2388 -9.743e-05 2.374e-04 -0.410 0.681564
## PC2389 -2.048e-04 2.295e-04 -0.892 0.372459
## PC2390 -2.208e-04 2.326e-04 -0.949 0.342708
## PC2391 3.109e-04 2.339e-04 1.330 0.183852
## PC2392 -2.832e-04 2.386e-04 -1.187 0.235316
## PC2393 1.059e-04 2.349e-04 0.451 0.652251
## PC2394 -2.418e-04 2.363e-04 -1.023 0.306348
## PC2395 6.347e-04 2.350e-04 2.701 0.006977 **
## PC2396 3.388e-04 2.383e-04 1.422 0.155149
## PC2397 -1.252e-04 2.353e-04 -0.532 0.594800
## PC2398 -4.043e-04 2.382e-04 -1.697 0.089812 .
## PC2399 -4.192e-04 2.321e-04 -1.806 0.071053 .
## PC2400 -9.800e-05 2.341e-04 -0.419 0.675465
## PC2401 4.090e-04 2.373e-04 1.724 0.084936 .
## PC2402 -3.088e-05 2.354e-04 -0.131 0.895677
## PC2403 3.424e-04 2.364e-04 1.448 0.147769
## PC2404 -1.017e-04 2.352e-04 -0.433 0.665410
## PC2405 -5.671e-06 2.349e-04 -0.024 0.980743
## PC2406 9.606e-05 2.446e-04 0.393 0.694593
## PC2407 1.356e-04 2.413e-04 0.562 0.574133
## PC2408 -3.187e-04 2.378e-04 -1.340 0.180332
## PC2409 3.736e-05 2.350e-04 0.159 0.873745
## PC2410 -6.719e-06 2.389e-04 -0.028 0.977568
## PC2411 -2.456e-04 2.333e-04 -1.053 0.292670
## PC2412 5.891e-06 2.337e-04 0.025 0.979890
## PC2413 -6.611e-05 2.358e-04 -0.280 0.779206
## PC2414 2.510e-04 2.391e-04 1.050 0.293994
## PC2415 -5.097e-05 2.365e-04 -0.216 0.829372
## PC2416 2.041e-04 2.335e-04 0.874 0.382336
## PC2417 -1.751e-04 2.310e-04 -0.758 0.448551
## PC2418 -2.691e-04 2.314e-04 -1.163 0.244921
## PC2419 -3.079e-04 2.325e-04 -1.325 0.185420
## PC2420 3.074e-04 2.376e-04 1.294 0.195811
## PC2421 4.359e-04 2.399e-04 1.817 0.069330 .
## PC2422 -1.065e-04 2.381e-04 -0.447 0.654758
## PC2423 2.469e-04 2.351e-04 1.050 0.293730
## PC2424 5.344e-04 2.357e-04 2.267 0.023511 *
## PC2425 2.827e-05 2.365e-04 0.120 0.904864
## PC2426 2.188e-05 2.359e-04 0.093 0.926126
## PC2427 2.276e-05 2.396e-04 0.095 0.924331
## PC2428 7.222e-05 2.393e-04 0.302 0.762839
## PC2429 4.868e-05 2.342e-04 0.208 0.835383
## PC2430 -4.285e-05 2.384e-04 -0.180 0.857368
## PC2431 -2.482e-05 2.343e-04 -0.106 0.915645
## PC2432 3.994e-04 2.389e-04 1.672 0.094720 .
## PC2433 -3.145e-04 2.414e-04 -1.303 0.192806
## PC2434 -2.964e-04 2.349e-04 -1.262 0.207137
## PC2435 -2.774e-04 2.403e-04 -1.155 0.248360
## PC2436 -4.794e-04 2.368e-04 -2.025 0.043065 *
## PC2437 -3.927e-05 2.398e-04 -0.164 0.869953
## PC2438 6.480e-04 2.372e-04 2.732 0.006351 **
## PC2439 -9.627e-05 2.399e-04 -0.401 0.688211
## PC2440 -1.260e-04 2.380e-04 -0.529 0.596628
## PC2441 -3.811e-04 2.390e-04 -1.594 0.111035
## PC2442 4.247e-04 2.380e-04 1.784 0.074524 .
## PC2443 -3.224e-04 2.380e-04 -1.355 0.175721
## PC2444 -5.232e-05 2.343e-04 -0.223 0.823368
## PC2445 2.363e-04 2.385e-04 0.991 0.321850
## PC2446 -2.791e-04 2.371e-04 -1.177 0.239209
## PC2447 5.415e-04 2.366e-04 2.289 0.022215 *
## PC2448 -7.194e-06 2.380e-04 -0.030 0.975893
## PC2449 -1.127e-04 2.423e-04 -0.465 0.641808
## PC2450 1.009e-04 2.393e-04 0.422 0.673422
## PC2451 2.629e-04 2.426e-04 1.084 0.278674
## PC2452 3.660e-05 2.370e-04 0.154 0.877286
## PC2453 -4.044e-05 2.410e-04 -0.168 0.866745
## PC2454 6.758e-05 2.362e-04 0.286 0.774857
## PC2455 1.784e-04 2.402e-04 0.743 0.457672
## PC2456 3.847e-04 2.356e-04 1.633 0.102741
## PC2457 -1.471e-04 2.384e-04 -0.617 0.537267
## PC2458 3.415e-04 2.392e-04 1.428 0.153584
## PC2459 -5.205e-04 2.399e-04 -2.169 0.030205 *
## PC2460 3.319e-07 2.349e-04 0.001 0.998873
## PC2461 -3.299e-04 2.383e-04 -1.384 0.166430
## PC2462 -1.940e-04 2.413e-04 -0.804 0.421524
## PC2463 -6.833e-05 2.368e-04 -0.289 0.772971
## PC2464 -5.728e-05 2.394e-04 -0.239 0.810889
## PC2465 1.586e-04 2.363e-04 0.671 0.502159
## PC2466 -2.640e-04 2.361e-04 -1.118 0.263570
## PC2467 6.074e-04 2.309e-04 2.631 0.008600 **
## PC2468 2.274e-04 2.379e-04 0.956 0.339294
## PC2469 -7.763e-05 2.296e-04 -0.338 0.735286
## PC2470 -1.407e-04 2.373e-04 -0.593 0.553222
## PC2471 4.866e-04 2.369e-04 2.054 0.040086 *
## PC2472 -2.078e-04 2.309e-04 -0.900 0.368174
## PC2473 -1.734e-04 2.366e-04 -0.733 0.463665
## PC2474 1.711e-05 2.361e-04 0.072 0.942247
## PC2475 2.609e-04 2.376e-04 1.098 0.272334
## PC2476 1.793e-04 2.425e-04 0.739 0.459910
## PC2477 2.785e-04 2.378e-04 1.172 0.241555
## PC2478 -1.643e-04 2.404e-04 -0.684 0.494335
## PC2479 2.660e-04 2.426e-04 1.097 0.272937
## PC2480 -4.701e-04 2.362e-04 -1.991 0.046682 *
## PC2481 -4.593e-05 2.333e-04 -0.197 0.843971
## PC2482 3.069e-04 2.384e-04 1.287 0.198142
## PC2483 -3.834e-04 2.406e-04 -1.593 0.111315
## PC2484 3.755e-04 2.344e-04 1.602 0.109392
## PC2485 3.143e-04 2.365e-04 1.329 0.184011
## PC2486 -3.025e-04 2.415e-04 -1.252 0.210619
## PC2487 2.048e-04 2.373e-04 0.863 0.388171
## PC2488 -3.738e-04 2.414e-04 -1.549 0.121606
## PC2489 -1.968e-05 2.384e-04 -0.083 0.934205
## PC2490 1.340e-04 2.388e-04 0.561 0.574854
## PC2491 1.702e-04 2.417e-04 0.704 0.481389
## PC2492 -3.991e-04 2.373e-04 -1.682 0.092779 .
## PC2493 -7.971e-04 2.417e-04 -3.298 0.000992 ***
## PC2494 1.608e-04 2.318e-04 0.694 0.488011
## PC2495 2.592e-05 2.392e-04 0.108 0.913725
## PC2496 1.335e-04 2.431e-04 0.549 0.582949
## PC2497 -7.958e-05 2.341e-04 -0.340 0.733889
## PC2498 5.367e-04 2.419e-04 2.218 0.026666 *
## PC2499 -2.091e-04 2.360e-04 -0.886 0.375586
## PC2500 4.382e-04 2.397e-04 1.828 0.067749 .
## PC2501 6.703e-05 2.369e-04 0.283 0.777270
## PC2502 8.982e-05 2.413e-04 0.372 0.709797
## PC2503 -2.238e-04 2.375e-04 -0.942 0.346150
## PC2504 1.470e-05 2.401e-04 0.061 0.951196
## PC2505 -3.208e-04 2.380e-04 -1.348 0.177900
## PC2506 -1.553e-04 2.364e-04 -0.657 0.511231
## PC2507 5.805e-04 2.405e-04 2.414 0.015870 *
## PC2508 -6.286e-04 2.400e-04 -2.619 0.008893 **
## PC2509 -1.682e-04 2.435e-04 -0.691 0.489748
## PC2510 -2.081e-04 2.405e-04 -0.865 0.387074
## PC2511 -3.804e-04 2.382e-04 -1.597 0.110402
## PC2512 5.206e-05 2.436e-04 0.214 0.830767
## PC2513 1.232e-04 2.424e-04 0.508 0.611345
## PC2514 3.274e-04 2.387e-04 1.371 0.170420
## PC2515 -1.113e-04 2.411e-04 -0.462 0.644482
## PC2516 1.879e-04 2.415e-04 0.778 0.436629
## PC2517 -2.008e-04 2.400e-04 -0.837 0.402805
## PC2518 1.972e-04 2.339e-04 0.843 0.399455
## PC2519 -3.136e-05 2.417e-04 -0.130 0.896764
## PC2520 -7.592e-05 2.350e-04 -0.323 0.746705
## PC2521 3.808e-04 2.383e-04 1.598 0.110192
## PC2522 -1.482e-04 2.402e-04 -0.617 0.537318
## PC2523 -1.060e-04 2.384e-04 -0.444 0.656838
## PC2524 3.772e-05 2.403e-04 0.157 0.875266
## PC2525 -3.628e-04 2.375e-04 -1.527 0.126845
## PC2526 -2.153e-04 2.351e-04 -0.916 0.359931
## PC2527 -8.722e-05 2.434e-04 -0.358 0.720086
## PC2528 1.997e-04 2.343e-04 0.853 0.394049
## PC2529 -9.611e-05 2.403e-04 -0.400 0.689309
## PC2530 8.228e-05 2.376e-04 0.346 0.729173
## PC2531 -2.601e-04 2.407e-04 -1.081 0.280007
## PC2532 -7.737e-05 2.421e-04 -0.320 0.749310
## PC2533 8.344e-04 2.407e-04 3.467 0.000539 ***
## PC2534 -3.526e-04 2.415e-04 -1.460 0.144392
## PC2535 -1.358e-04 2.419e-04 -0.561 0.574656
## PC2536 -4.008e-04 2.340e-04 -1.712 0.087002 .
## PC2537 -4.095e-04 2.388e-04 -1.715 0.086572 .
## PC2538 -1.941e-05 2.373e-04 -0.082 0.934817
## PC2539 -1.278e-04 2.325e-04 -0.550 0.582585
## PC2540 3.705e-04 2.358e-04 1.571 0.116320
## PC2541 -1.051e-04 2.428e-04 -0.433 0.665179
## PC2542 -1.151e-05 2.409e-04 -0.048 0.961909
## PC2543 4.863e-04 2.376e-04 2.046 0.040863 *
## PC2544 -2.007e-04 2.419e-04 -0.830 0.406751
## PC2545 5.810e-06 2.339e-04 0.025 0.980183
## PC2546 -2.317e-04 2.414e-04 -0.960 0.337184
## PC2547 1.848e-04 2.335e-04 0.791 0.428940
## PC2548 1.505e-04 2.399e-04 0.627 0.530430
## PC2549 4.875e-04 2.383e-04 2.046 0.040915 *
## PC2550 -3.021e-04 2.418e-04 -1.249 0.211699
## PC2551 -2.214e-04 2.398e-04 -0.923 0.355981
## PC2552 4.404e-05 2.397e-04 0.184 0.854244
## PC2553 -1.395e-04 2.404e-04 -0.580 0.561912
## PC2554 -2.378e-04 2.405e-04 -0.989 0.322871
## PC2555 1.971e-04 2.391e-04 0.824 0.409830
## PC2556 2.144e-04 2.365e-04 0.907 0.364753
## PC2557 -1.400e-04 2.438e-04 -0.574 0.565948
## PC2558 1.251e-04 2.441e-04 0.512 0.608471
## PC2559 -2.025e-04 2.405e-04 -0.842 0.399839
## PC2560 -1.147e-04 2.414e-04 -0.475 0.634728
## PC2561 1.175e-04 2.385e-04 0.492 0.622477
## PC2562 -2.114e-04 2.415e-04 -0.875 0.381571
## PC2563 -7.100e-05 2.373e-04 -0.299 0.764845
## PC2564 -3.687e-04 2.372e-04 -1.554 0.120329
## PC2565 5.552e-04 2.441e-04 2.275 0.023036 *
## PC2566 -4.517e-05 2.406e-04 -0.188 0.851114
## PC2567 -1.151e-04 2.439e-04 -0.472 0.637107
## PC2568 -2.927e-04 2.384e-04 -1.228 0.219603
## PC2569 -2.321e-04 2.421e-04 -0.959 0.337836
## PC2570 -1.682e-04 2.447e-04 -0.687 0.491943
## PC2571 -1.658e-04 2.475e-04 -0.670 0.503004
## PC2572 -3.415e-04 2.456e-04 -1.391 0.164430
## PC2573 2.852e-04 2.405e-04 1.186 0.235907
## PC2574 -8.141e-05 2.439e-04 -0.334 0.738618
## PC2575 -2.874e-04 2.396e-04 -1.199 0.230565
## PC2576 -4.117e-04 2.401e-04 -1.715 0.086537 .
## PC2577 1.482e-04 2.336e-04 0.634 0.525985
## PC2578 1.707e-04 2.394e-04 0.713 0.476102
## PC2579 4.663e-05 2.421e-04 0.193 0.847291
## PC2580 -1.015e-04 2.432e-04 -0.417 0.676503
## PC2581 -2.002e-05 2.352e-04 -0.085 0.932171
## PC2582 1.078e-04 2.397e-04 0.450 0.652907
## PC2583 4.910e-04 2.457e-04 1.998 0.045855 *
## PC2584 2.847e-04 2.353e-04 1.210 0.226462
## PC2585 3.926e-04 2.422e-04 1.621 0.105266
## PC2586 -2.871e-04 2.417e-04 -1.188 0.234921
## PC2587 3.237e-04 2.388e-04 1.356 0.175424
## PC2588 1.611e-04 2.377e-04 0.678 0.498045
## PC2589 -4.714e-05 2.438e-04 -0.193 0.846696
## PC2590 1.345e-04 2.384e-04 0.564 0.572873
## PC2591 -8.287e-05 2.428e-04 -0.341 0.732940
## PC2592 7.245e-05 2.392e-04 0.303 0.762014
## PC2593 -1.165e-04 2.400e-04 -0.485 0.627404
## PC2594 6.616e-05 2.433e-04 0.272 0.785711
## PC2595 -3.054e-04 2.377e-04 -1.285 0.199079
## PC2596 -2.443e-05 2.396e-04 -0.102 0.918797
## PC2597 -2.835e-04 2.405e-04 -1.179 0.238603
## PC2598 1.262e-04 2.433e-04 0.519 0.604044
## PC2599 3.060e-04 2.350e-04 1.302 0.193111
## PC2600 2.409e-04 2.418e-04 0.996 0.319185
## PC2601 -9.669e-05 2.415e-04 -0.400 0.688953
## PC2602 -1.083e-04 2.442e-04 -0.444 0.657456
## PC2603 -3.032e-05 2.400e-04 -0.126 0.899495
## PC2604 6.238e-06 2.452e-04 0.025 0.979708
## PC2605 -2.746e-04 2.443e-04 -1.124 0.261195
## PC2606 1.672e-04 2.392e-04 0.699 0.484535
## PC2607 -1.535e-04 2.410e-04 -0.637 0.524215
## PC2608 -2.299e-04 2.436e-04 -0.944 0.345329
## PC2609 -1.758e-04 2.443e-04 -0.719 0.471965
## PC2610 -3.512e-04 2.455e-04 -1.431 0.152725
## PC2611 -1.795e-04 2.451e-04 -0.732 0.464036
## PC2612 -1.076e-04 2.425e-04 -0.444 0.657329
## PC2613 3.338e-05 2.420e-04 0.138 0.890331
## PC2614 6.197e-05 2.465e-04 0.251 0.801518
## PC2615 -3.081e-04 2.422e-04 -1.272 0.203586
## PC2616 2.006e-04 2.475e-04 0.810 0.417781
## PC2617 1.648e-04 2.418e-04 0.681 0.495694
## PC2618 -2.503e-04 2.396e-04 -1.045 0.296354
## PC2619 -7.140e-05 2.493e-04 -0.286 0.774603
## PC2620 4.450e-04 2.480e-04 1.794 0.073006 .
## PC2621 1.160e-04 2.427e-04 0.478 0.632808
## PC2622 -1.803e-04 2.467e-04 -0.731 0.464992
## PC2623 -3.885e-07 2.402e-04 -0.002 0.998710
## PC2624 8.627e-05 2.449e-04 0.352 0.724657
## PC2625 1.068e-04 2.460e-04 0.434 0.664062
## PC2626 -9.127e-05 2.418e-04 -0.377 0.705922
## PC2627 7.814e-04 2.501e-04 3.125 0.001807 **
## PC2628 -1.496e-04 2.427e-04 -0.616 0.537745
## PC2629 5.833e-05 2.424e-04 0.241 0.809916
## PC2630 -1.929e-04 2.443e-04 -0.790 0.429883
## PC2631 3.829e-04 2.461e-04 1.556 0.119929
## PC2632 -1.435e-04 2.400e-04 -0.598 0.549765
## PC2633 -3.619e-05 2.425e-04 -0.149 0.881379
## PC2634 1.713e-04 2.394e-04 0.716 0.474339
## PC2635 6.935e-05 2.480e-04 0.280 0.779779
## PC2636 1.998e-04 2.440e-04 0.819 0.412931
## PC2637 5.350e-04 2.398e-04 2.231 0.025793 *
## PC2638 1.259e-05 2.487e-04 0.051 0.959621
## PC2639 4.017e-04 2.429e-04 1.654 0.098386 .
## PC2640 3.822e-05 2.427e-04 0.157 0.874907
## PC2641 2.222e-04 2.395e-04 0.928 0.353658
## PC2642 -1.827e-04 2.443e-04 -0.748 0.454529
## PC2643 1.390e-05 2.444e-04 0.057 0.954644
## PC2644 2.440e-04 2.475e-04 0.986 0.324500
## PC2645 -1.347e-04 2.445e-04 -0.551 0.581716
## PC2646 -4.693e-05 2.427e-04 -0.193 0.846716
## PC2647 -1.310e-04 2.451e-04 -0.534 0.593183
## PC2648 -5.792e-04 2.449e-04 -2.365 0.018127 *
## PC2649 -6.053e-04 2.495e-04 -2.427 0.015341 *
## PC2650 -4.639e-05 2.438e-04 -0.190 0.849100
## PC2651 2.307e-04 2.434e-04 0.948 0.343479
## PC2652 2.125e-04 2.372e-04 0.896 0.370575
## PC2653 -1.815e-04 2.435e-04 -0.746 0.455983
## PC2654 2.161e-04 2.463e-04 0.877 0.380424
## PC2655 3.151e-04 2.454e-04 1.284 0.199286
## PC2656 2.188e-04 2.477e-04 0.883 0.377140
## PC2657 3.689e-06 2.417e-04 0.015 0.987825
## PC2658 -4.809e-04 2.420e-04 -1.987 0.047072 *
## PC2659 1.784e-04 2.379e-04 0.750 0.453466
## PC2660 1.665e-04 2.439e-04 0.683 0.494760
## PC2661 -5.219e-04 2.435e-04 -2.143 0.032219 *
## PC2662 -2.467e-05 2.463e-04 -0.100 0.920197
## PC2663 3.112e-04 2.433e-04 1.279 0.201093
## PC2664 1.790e-04 2.433e-04 0.736 0.461931
## PC2665 5.286e-04 2.427e-04 2.178 0.029530 *
## PC2666 4.439e-04 2.399e-04 1.851 0.064355 .
## PC2667 7.670e-05 2.425e-04 0.316 0.751779
## PC2668 3.798e-04 2.437e-04 1.559 0.119207
## PC2669 3.444e-04 2.421e-04 1.422 0.155116
## PC2670 2.895e-05 2.514e-04 0.115 0.908328
## PC2671 1.100e-04 2.450e-04 0.449 0.653525
## PC2672 4.460e-04 2.450e-04 1.820 0.068898 .
## PC2673 4.968e-05 2.446e-04 0.203 0.839069
## PC2674 2.325e-04 2.432e-04 0.956 0.339257
## PC2675 -4.516e-04 2.428e-04 -1.860 0.063036 .
## PC2676 3.641e-04 2.520e-04 1.445 0.148662
## PC2677 -3.842e-04 2.471e-04 -1.555 0.120209
## PC2678 -1.265e-04 2.425e-04 -0.522 0.601899
## PC2679 2.228e-05 2.461e-04 0.091 0.927871
## PC2680 -1.954e-04 2.419e-04 -0.808 0.419280
## PC2681 5.593e-05 2.510e-04 0.223 0.823706
## PC2682 5.439e-04 2.416e-04 2.251 0.024496 *
## PC2683 -1.673e-04 2.438e-04 -0.686 0.492622
## PC2684 -5.918e-04 2.532e-04 -2.338 0.019519 *
## PC2685 -2.574e-04 2.424e-04 -1.062 0.288512
## PC2686 5.489e-05 2.466e-04 0.223 0.823909
## PC2687 1.772e-04 2.435e-04 0.728 0.466747
## PC2688 -3.123e-04 2.443e-04 -1.278 0.201328
## PC2689 2.188e-04 2.434e-04 0.899 0.368795
## PC2690 3.660e-04 2.422e-04 1.511 0.130987
## PC2691 -1.702e-04 2.429e-04 -0.701 0.483555
## PC2692 -3.952e-04 2.434e-04 -1.624 0.104660
## PC2693 -2.669e-04 2.409e-04 -1.108 0.268092
## PC2694 6.378e-05 2.426e-04 0.263 0.792676
## PC2695 -4.608e-04 2.415e-04 -1.908 0.056537 .
## PC2696 2.345e-05 2.496e-04 0.094 0.925158
## PC2697 -3.600e-04 2.467e-04 -1.460 0.144551
## PC2698 -3.591e-04 2.462e-04 -1.458 0.144975
## PC2699 -3.359e-04 2.430e-04 -1.383 0.166950
## PC2700 -1.638e-04 2.471e-04 -0.663 0.507351
## PC2701 -2.222e-04 2.440e-04 -0.910 0.362706
## PC2702 3.016e-05 2.442e-04 0.124 0.901714
## PC2703 4.279e-05 2.453e-04 0.174 0.861530
## PC2704 -5.317e-05 2.370e-04 -0.224 0.822546
## PC2705 2.716e-04 2.429e-04 1.118 0.263712
## PC2706 -3.499e-05 2.486e-04 -0.141 0.888069
## PC2707 2.508e-04 2.439e-04 1.028 0.303914
## PC2708 -3.707e-04 2.461e-04 -1.507 0.132069
## PC2709 3.151e-04 2.484e-04 1.268 0.204820
## PC2710 1.585e-04 2.446e-04 0.648 0.517169
## PC2711 -2.006e-04 2.428e-04 -0.826 0.408639
## PC2712 3.589e-04 2.413e-04 1.488 0.137009
## PC2713 2.759e-04 2.541e-04 1.086 0.277731
## PC2714 -3.647e-04 2.460e-04 -1.482 0.138464
## PC2715 1.637e-05 2.474e-04 0.066 0.947233
## PC2716 -1.393e-04 2.457e-04 -0.567 0.570656
## PC2717 2.971e-04 2.452e-04 1.212 0.225834
## PC2718 1.688e-05 2.465e-04 0.068 0.945404
## PC2719 -2.758e-04 2.405e-04 -1.146 0.251800
## PC2720 2.015e-04 2.467e-04 0.817 0.414019
## PC2721 2.791e-04 2.423e-04 1.152 0.249375
## PC2722 9.044e-05 2.465e-04 0.367 0.713775
## PC2723 5.903e-04 2.435e-04 2.424 0.015454 *
## PC2724 -2.240e-05 2.463e-04 -0.091 0.927553
## PC2725 -4.849e-05 2.462e-04 -0.197 0.843910
## PC2726 -4.125e-04 2.439e-04 -1.691 0.091045 .
## PC2727 -6.349e-05 2.502e-04 -0.254 0.799697
## PC2728 -3.058e-04 2.447e-04 -1.250 0.211576
## PC2729 3.082e-04 2.403e-04 1.283 0.199826
## PC2730 2.828e-04 2.432e-04 1.163 0.245059
## PC2731 7.093e-05 2.426e-04 0.292 0.770043
## PC2732 5.793e-04 2.466e-04 2.349 0.018927 *
## PC2733 -1.383e-04 2.428e-04 -0.570 0.569025
## PC2734 4.139e-05 2.432e-04 0.170 0.864906
## PC2735 -2.544e-04 2.409e-04 -1.056 0.291261
## PC2736 1.470e-04 2.462e-04 0.597 0.550442
## PC2737 1.874e-04 2.492e-04 0.752 0.452264
## PC2738 4.286e-04 2.431e-04 1.763 0.078131 .
## PC2739 3.540e-04 2.384e-04 1.485 0.137748
## PC2740 -5.754e-04 2.430e-04 -2.368 0.017985 *
## PC2741 -1.201e-04 2.410e-04 -0.498 0.618468
## PC2742 -1.324e-04 2.465e-04 -0.537 0.591068
## PC2743 2.996e-04 2.464e-04 1.216 0.224231
## PC2744 -1.858e-04 2.458e-04 -0.756 0.449746
## PC2745 4.057e-04 2.455e-04 1.653 0.098571 .
## PC2746 -2.600e-05 2.429e-04 -0.107 0.914770
## PC2747 7.183e-05 2.469e-04 0.291 0.771099
## PC2748 -1.358e-04 2.402e-04 -0.565 0.571918
## PC2749 1.957e-04 2.442e-04 0.802 0.422939
## PC2750 1.085e-04 2.473e-04 0.439 0.660998
## PC2751 -2.672e-04 2.476e-04 -1.079 0.280577
## PC2752 -8.765e-06 2.439e-04 -0.036 0.971339
## PC2753 -1.569e-04 2.449e-04 -0.641 0.521929
## PC2754 -5.845e-04 2.469e-04 -2.368 0.018009 *
## PC2755 -3.820e-04 2.436e-04 -1.568 0.116961
## PC2756 -1.820e-04 2.466e-04 -0.738 0.460566
## PC2757 -3.026e-04 2.497e-04 -1.212 0.225660
## PC2758 4.321e-05 2.390e-04 0.181 0.856575
## PC2759 -2.123e-04 2.481e-04 -0.856 0.392148
## PC2760 6.837e-04 2.451e-04 2.789 0.005338 **
## PC2761 -6.520e-04 2.447e-04 -2.665 0.007778 **
## PC2762 -7.061e-04 2.484e-04 -2.843 0.004527 **
## PC2763 4.940e-05 2.460e-04 0.201 0.840877
## PC2764 1.369e-04 2.419e-04 0.566 0.571634
## PC2765 -1.618e-04 2.429e-04 -0.666 0.505249
## PC2766 9.248e-05 2.470e-04 0.374 0.708147
## PC2767 7.712e-05 2.438e-04 0.316 0.751783
## PC2768 7.944e-05 2.511e-04 0.316 0.751767
## PC2769 -5.142e-04 2.485e-04 -2.069 0.038670 *
## PC2770 3.078e-04 2.459e-04 1.251 0.210943
## PC2771 3.232e-04 2.459e-04 1.314 0.188916
## PC2772 3.236e-05 2.470e-04 0.131 0.895794
## PC2773 -8.472e-05 2.451e-04 -0.346 0.729663
## PC2774 6.120e-05 2.517e-04 0.243 0.807934
## PC2775 6.664e-05 2.476e-04 0.269 0.787840
## PC2776 4.119e-04 2.482e-04 1.660 0.097167 .
## PC2777 -3.457e-04 2.416e-04 -1.431 0.152711
## PC2778 -2.417e-04 2.455e-04 -0.985 0.324964
## PC2779 -2.682e-04 2.481e-04 -1.081 0.279818
## PC2780 5.343e-05 2.480e-04 0.215 0.829480
## PC2781 2.572e-04 2.425e-04 1.061 0.288962
## PC2782 2.842e-04 2.487e-04 1.143 0.253338
## PC2783 -1.858e-04 2.476e-04 -0.750 0.453124
## PC2784 -1.340e-04 2.434e-04 -0.550 0.582078
## PC2785 2.452e-04 2.498e-04 0.982 0.326408
## PC2786 2.886e-04 2.517e-04 1.146 0.251759
## PC2787 2.642e-04 2.460e-04 1.074 0.283006
## PC2788 -5.764e-05 2.396e-04 -0.241 0.809927
## PC2789 -2.232e-04 2.526e-04 -0.884 0.376862
## PC2790 -3.273e-04 2.466e-04 -1.327 0.184521
## PC2791 1.559e-04 2.503e-04 0.623 0.533467
## PC2792 2.548e-04 2.466e-04 1.033 0.301590
## PC2793 -8.761e-05 2.466e-04 -0.355 0.722454
## PC2794 3.846e-05 2.427e-04 0.158 0.874120
## PC2795 -8.861e-05 2.483e-04 -0.357 0.721220
## PC2796 -1.231e-04 2.449e-04 -0.503 0.615223
## PC2797 -1.350e-05 2.470e-04 -0.055 0.956424
## PC2798 1.160e-05 2.478e-04 0.047 0.962678
## PC2799 -1.529e-04 2.439e-04 -0.627 0.530688
## PC2800 -9.007e-05 2.479e-04 -0.363 0.716375
## PC2801 4.181e-04 2.423e-04 1.725 0.084633 .
## PC2802 -2.216e-04 2.412e-04 -0.919 0.358323
## PC2803 -2.301e-04 2.481e-04 -0.928 0.353760
## PC2804 -1.783e-05 2.445e-04 -0.073 0.941858
## PC2805 -1.504e-04 2.468e-04 -0.610 0.542168
## PC2806 2.146e-04 2.446e-04 0.878 0.380267
## PC2807 -5.443e-05 2.487e-04 -0.219 0.826784
## PC2808 -1.772e-04 2.507e-04 -0.707 0.479863
## PC2809 -2.627e-04 2.466e-04 -1.065 0.286918
## PC2810 1.250e-04 2.479e-04 0.504 0.614246
## PC2811 9.803e-05 2.471e-04 0.397 0.691586
## PC2812 1.016e-05 2.493e-04 0.041 0.967489
## PC2813 3.801e-04 2.504e-04 1.518 0.129201
## PC2814 -2.487e-04 2.509e-04 -0.991 0.321716
## PC2815 1.657e-04 2.478e-04 0.669 0.503619
## PC2816 2.588e-04 2.504e-04 1.034 0.301503
## PC2817 2.331e-04 2.459e-04 0.948 0.343330
## PC2818 1.838e-04 2.506e-04 0.734 0.463206
## PC2819 7.588e-05 2.533e-04 0.300 0.764520
## PC2820 -1.358e-04 2.501e-04 -0.543 0.587220
## PC2821 1.169e-04 2.490e-04 0.470 0.638628
## PC2822 -2.458e-04 2.446e-04 -1.005 0.314992
## PC2823 -2.851e-04 2.475e-04 -1.152 0.249427
## PC2824 5.662e-05 2.503e-04 0.226 0.821086
## PC2825 3.058e-04 2.484e-04 1.231 0.218573
## PC2826 3.593e-05 2.494e-04 0.144 0.885454
## PC2827 3.289e-04 2.484e-04 1.324 0.185681
## PC2828 -2.390e-05 2.484e-04 -0.096 0.923364
## PC2829 2.926e-04 2.509e-04 1.166 0.243600
## PC2830 3.332e-04 2.517e-04 1.324 0.185780
## PC2831 -1.241e-04 2.515e-04 -0.493 0.621805
## PC2832 -2.789e-04 2.447e-04 -1.140 0.254545
## PC2833 1.217e-04 2.493e-04 0.488 0.625447
## PC2834 -4.866e-04 2.458e-04 -1.980 0.047907 *
## PC2835 1.497e-04 2.541e-04 0.589 0.555764
## PC2836 -9.584e-05 2.463e-04 -0.389 0.697226
## PC2837 -7.885e-05 2.527e-04 -0.312 0.755048
## PC2838 -8.542e-06 2.505e-04 -0.034 0.972799
## PC2839 2.857e-04 2.458e-04 1.162 0.245250
## PC2840 2.175e-04 2.472e-04 0.880 0.378923
## PC2841 -2.349e-04 2.489e-04 -0.944 0.345429
## PC2842 -4.976e-04 2.482e-04 -2.005 0.045131 *
## PC2843 -6.136e-05 2.476e-04 -0.248 0.804346
## PC2844 3.120e-04 2.483e-04 1.256 0.209122
## PC2845 -2.829e-04 2.542e-04 -1.113 0.265738
## PC2846 -5.346e-05 2.474e-04 -0.216 0.828956
## PC2847 -2.235e-04 2.519e-04 -0.887 0.375123
## PC2848 -3.483e-04 2.475e-04 -1.407 0.159563
## PC2849 -1.626e-04 2.465e-04 -0.660 0.509517
## PC2850 5.683e-05 2.498e-04 0.228 0.820049
## PC2851 -4.292e-04 2.453e-04 -1.750 0.080318 .
## PC2852 1.329e-04 2.443e-04 0.544 0.586528
## PC2853 -3.563e-04 2.524e-04 -1.412 0.158176
## PC2854 1.817e-04 2.484e-04 0.732 0.464452
## PC2855 8.128e-05 2.472e-04 0.329 0.742373
## PC2856 4.674e-06 2.481e-04 0.019 0.984972
## PC2857 5.396e-05 2.548e-04 0.212 0.832292
## PC2858 -1.297e-04 2.496e-04 -0.520 0.603415
## PC2859 -4.544e-04 2.503e-04 -1.815 0.069644 .
## PC2860 3.477e-05 2.558e-04 0.136 0.891915
## PC2861 -5.856e-04 2.449e-04 -2.391 0.016901 *
## PC2862 -1.775e-04 2.477e-04 -0.717 0.473669
## PC2863 -7.338e-05 2.469e-04 -0.297 0.766368
## PC2864 1.021e-04 2.512e-04 0.407 0.684394
## PC2865 3.770e-04 2.528e-04 1.491 0.136013
## PC2866 -3.468e-04 2.448e-04 -1.417 0.156713
## PC2867 -1.309e-04 2.470e-04 -0.530 0.596365
## PC2868 9.231e-05 2.553e-04 0.362 0.717718
## PC2869 -4.259e-04 2.500e-04 -1.704 0.088611 .
## PC2870 2.962e-04 2.491e-04 1.189 0.234614
## PC2871 5.475e-05 2.517e-04 0.218 0.827837
## PC2872 -1.881e-04 2.514e-04 -0.748 0.454338
## PC2873 1.328e-06 2.480e-04 0.005 0.995729
## PC2874 1.310e-04 2.497e-04 0.525 0.599884
## PC2875 1.389e-04 2.486e-04 0.559 0.576504
## PC2876 2.476e-04 2.487e-04 0.996 0.319565
## PC2877 -4.316e-04 2.491e-04 -1.733 0.083330 .
## PC2878 -2.390e-04 2.494e-04 -0.958 0.338155
## PC2879 1.255e-04 2.506e-04 0.501 0.616653
## PC2880 4.100e-04 2.586e-04 1.585 0.113088
## PC2881 -3.508e-05 2.451e-04 -0.143 0.886219
## PC2882 1.549e-04 2.478e-04 0.625 0.531892
## PC2883 3.863e-04 2.516e-04 1.535 0.124865
## PC2884 4.023e-04 2.557e-04 1.573 0.115832
## PC2885 3.706e-05 2.491e-04 0.149 0.881744
## PC2886 -5.629e-05 2.456e-04 -0.229 0.818727
## PC2887 2.111e-04 2.458e-04 0.859 0.390537
## PC2888 6.773e-05 2.464e-04 0.275 0.783424
## PC2889 4.854e-05 2.543e-04 0.191 0.848654
## PC2890 6.721e-05 2.545e-04 0.264 0.791757
## PC2891 -4.578e-04 2.516e-04 -1.819 0.069020 .
## PC2892 -1.117e-04 2.435e-04 -0.459 0.646532
## PC2893 -2.283e-04 2.486e-04 -0.918 0.358531
## PC2894 -3.246e-04 2.477e-04 -1.311 0.190177
## PC2895 -6.483e-05 2.483e-04 -0.261 0.794055
## PC2896 3.915e-04 2.526e-04 1.550 0.121288
## PC2897 1.829e-04 2.484e-04 0.736 0.461597
## PC2898 -1.208e-04 2.542e-04 -0.475 0.634728
## PC2899 2.820e-05 2.513e-04 0.112 0.910667
## PC2900 -1.014e-04 2.520e-04 -0.402 0.687525
## PC2901 -4.941e-05 2.514e-04 -0.197 0.844179
## PC2902 4.870e-05 2.518e-04 0.193 0.846644
## PC2903 -4.671e-04 2.518e-04 -1.855 0.063780 .
## PC2904 -2.470e-04 2.501e-04 -0.988 0.323511
## PC2905 -4.393e-05 2.545e-04 -0.173 0.862959
## PC2906 4.159e-04 2.459e-04 1.692 0.090898 .
## PC2907 -4.355e-04 2.476e-04 -1.759 0.078785 .
## PC2908 4.503e-05 2.560e-04 0.176 0.860390
## PC2909 4.370e-04 2.539e-04 1.721 0.085359 .
## PC2910 2.673e-04 2.498e-04 1.070 0.284700
## PC2911 1.838e-04 2.506e-04 0.734 0.463352
## PC2912 1.020e-04 2.474e-04 0.412 0.680180
## PC2913 -2.719e-04 2.489e-04 -1.092 0.274766
## PC2914 -1.170e-04 2.499e-04 -0.468 0.639757
## PC2915 -2.497e-04 2.505e-04 -0.997 0.318914
## PC2916 1.876e-04 2.525e-04 0.743 0.457704
## PC2917 4.982e-06 2.473e-04 0.020 0.983930
## PC2918 -4.086e-04 2.542e-04 -1.608 0.108107
## PC2919 4.065e-04 2.521e-04 1.612 0.107085
## PC2920 -2.883e-05 2.502e-04 -0.115 0.908275
## PC2921 -9.821e-05 2.503e-04 -0.392 0.694901
## PC2922 1.699e-04 2.458e-04 0.691 0.489607
## PC2923 1.627e-05 2.482e-04 0.066 0.947759
## PC2924 -4.970e-04 2.539e-04 -1.958 0.050414 .
## PC2925 2.358e-05 2.518e-04 0.094 0.925400
## PC2926 1.677e-04 2.496e-04 0.672 0.501749
## PC2927 -1.503e-04 2.542e-04 -0.591 0.554510
## PC2928 4.595e-05 2.453e-04 0.187 0.851428
## PC2929 1.184e-04 2.478e-04 0.478 0.632791
## PC2930 1.469e-04 2.534e-04 0.580 0.562170
## PC2931 -3.655e-04 2.551e-04 -1.432 0.152197
## PC2932 4.377e-04 2.520e-04 1.737 0.082635 .
## PC2933 -4.690e-05 2.563e-04 -0.183 0.854868
## PC2934 -1.800e-04 2.530e-04 -0.711 0.477009
## PC2935 2.207e-04 2.541e-04 0.868 0.385304
## PC2936 3.364e-04 2.524e-04 1.333 0.182847
## PC2937 -1.615e-05 2.506e-04 -0.064 0.948624
## PC2938 4.247e-04 2.530e-04 1.678 0.093455 .
## PC2939 -3.419e-04 2.566e-04 -1.332 0.182899
## PC2940 4.679e-05 2.572e-04 0.182 0.855688
## PC2941 1.498e-04 2.540e-04 0.590 0.555427
## PC2942 5.770e-05 2.487e-04 0.232 0.816577
## PC2943 -1.305e-04 2.518e-04 -0.518 0.604362
## PC2944 -2.220e-04 2.538e-04 -0.875 0.381892
## PC2945 -3.138e-04 2.505e-04 -1.253 0.210544
## PC2946 -3.183e-05 2.524e-04 -0.126 0.899689
## PC2947 -3.082e-04 2.504e-04 -1.231 0.218506
## PC2948 -6.462e-05 2.498e-04 -0.259 0.795939
## PC2949 3.476e-04 2.536e-04 1.371 0.170678
## PC2950 4.217e-04 2.530e-04 1.667 0.095653 .
## PC2951 -1.244e-04 2.569e-04 -0.484 0.628421
## PC2952 1.769e-04 2.512e-04 0.704 0.481362
## PC2953 2.276e-04 2.523e-04 0.902 0.367141
## PC2954 2.949e-04 2.570e-04 1.148 0.251300
## PC2955 -1.416e-04 2.519e-04 -0.562 0.574022
## PC2956 -4.530e-05 2.510e-04 -0.180 0.856810
## PC2957 -8.276e-05 2.572e-04 -0.322 0.747693
## PC2958 1.350e-04 2.498e-04 0.540 0.588957
## PC2959 -4.889e-04 2.503e-04 -1.953 0.050994 .
## PC2960 -1.037e-04 2.526e-04 -0.410 0.681547
## PC2961 -7.162e-04 2.580e-04 -2.776 0.005562 **
## PC2962 2.581e-04 2.466e-04 1.047 0.295289
## PC2963 -3.768e-04 2.514e-04 -1.498 0.134195
## PC2964 -6.599e-05 2.523e-04 -0.262 0.793655
## PC2965 3.777e-05 2.461e-04 0.153 0.878055
## PC2966 -4.725e-04 2.540e-04 -1.860 0.063070 .
## PC2967 -5.352e-04 2.551e-04 -2.098 0.036078 *
## PC2968 -7.942e-05 2.521e-04 -0.315 0.752740
## PC2969 8.721e-05 2.522e-04 0.346 0.729543
## PC2970 -1.083e-04 2.560e-04 -0.423 0.672362
## PC2971 2.854e-04 2.554e-04 1.118 0.263815
## PC2972 1.532e-04 2.530e-04 0.605 0.544957
## PC2973 1.685e-04 2.569e-04 0.656 0.511981
## PC2974 -1.209e-05 2.513e-04 -0.048 0.961622
## PC2975 1.646e-04 2.498e-04 0.659 0.510113
## PC2976 -2.228e-04 2.582e-04 -0.863 0.388215
## PC2977 2.794e-04 2.522e-04 1.108 0.267913
## PC2978 6.136e-06 2.476e-04 0.025 0.980229
## PC2979 2.738e-04 2.582e-04 1.060 0.289152
## PC2980 3.540e-04 2.530e-04 1.399 0.161858
## PC2981 3.274e-04 2.510e-04 1.304 0.192344
## PC2982 -2.521e-04 2.497e-04 -1.009 0.312938
## PC2983 -3.502e-04 2.540e-04 -1.379 0.168192
## PC2984 2.966e-04 2.533e-04 1.171 0.241705
## PC2985 3.448e-04 2.513e-04 1.372 0.170205
## PC2986 2.227e-04 2.530e-04 0.880 0.378868
## PC2987 -1.323e-04 2.559e-04 -0.517 0.605238
## PC2988 -1.334e-05 2.546e-04 -0.052 0.958214
## PC2989 9.405e-06 2.497e-04 0.038 0.969960
## PC2990 -2.466e-04 2.544e-04 -0.969 0.332547
## PC2991 -1.327e-04 2.547e-04 -0.521 0.602328
## PC2992 4.698e-05 2.505e-04 0.188 0.851242
## PC2993 -1.395e-04 2.485e-04 -0.561 0.574624
## PC2994 3.093e-04 2.522e-04 1.227 0.220129
## PC2995 -5.209e-04 2.603e-04 -2.001 0.045549 *
## PC2996 4.326e-04 2.556e-04 1.692 0.090779 .
## PC2997 -4.204e-04 2.537e-04 -1.657 0.097652 .
## PC2998 6.321e-05 2.592e-04 0.244 0.807387
## PC2999 3.136e-04 2.540e-04 1.234 0.217257
## PC3000 6.969e-05 2.491e-04 0.280 0.779691
## PC3001 -3.092e-04 2.538e-04 -1.218 0.223371
## PC3002 1.464e-04 2.568e-04 0.570 0.568582
## PC3003 -1.861e-04 2.547e-04 -0.731 0.465059
## PC3004 -2.583e-04 2.562e-04 -1.008 0.313550
## PC3005 3.525e-04 2.502e-04 1.409 0.159031
## PC3006 2.680e-04 2.552e-04 1.050 0.293749
## PC3007 -1.956e-04 2.596e-04 -0.754 0.451199
## PC3008 -4.614e-06 2.536e-04 -0.018 0.985488
## PC3009 2.289e-04 2.495e-04 0.918 0.358966
## PC3010 -4.108e-05 2.531e-04 -0.162 0.871068
## PC3011 2.327e-04 2.537e-04 0.918 0.358965
## PC3012 -1.717e-04 2.512e-04 -0.683 0.494403
## PC3013 -6.478e-05 2.499e-04 -0.259 0.795455
## PC3014 -7.748e-05 2.548e-04 -0.304 0.761120
## PC3015 2.605e-04 2.544e-04 1.024 0.306043
## PC3016 -2.448e-04 2.470e-04 -0.991 0.321816
## PC3017 7.107e-05 2.499e-04 0.284 0.776131
## PC3018 2.260e-04 2.591e-04 0.872 0.383267
## PC3019 1.302e-04 2.578e-04 0.505 0.613646
## PC3020 1.687e-04 2.546e-04 0.662 0.507781
## PC3021 -2.984e-05 2.588e-04 -0.115 0.908211
## PC3022 3.141e-04 2.525e-04 1.244 0.213578
## PC3023 3.130e-04 2.541e-04 1.232 0.218225
## PC3024 -2.179e-04 2.475e-04 -0.881 0.378663
## PC3025 1.883e-04 2.553e-04 0.737 0.461062
## PC3026 -1.741e-04 2.525e-04 -0.690 0.490565
## PC3027 -5.353e-04 2.565e-04 -2.087 0.037043 *
## PC3028 1.773e-04 2.570e-04 0.690 0.490386
## PC3029 -1.671e-04 2.551e-04 -0.655 0.512522
## PC3030 -1.536e-04 2.512e-04 -0.612 0.540875
## PC3031 -4.934e-04 2.514e-04 -1.962 0.049916 *
## PC3032 -4.398e-04 2.542e-04 -1.731 0.083702 .
## PC3033 3.254e-05 2.567e-04 0.127 0.899163
## PC3034 3.471e-04 2.552e-04 1.360 0.173983
## PC3035 2.116e-04 2.535e-04 0.835 0.403904
## PC3036 -9.489e-05 2.522e-04 -0.376 0.706732
## PC3037 -2.030e-04 2.567e-04 -0.791 0.429307
## PC3038 -4.067e-04 2.519e-04 -1.615 0.106552
## PC3039 2.516e-04 2.589e-04 0.972 0.331250
## PC3040 -2.277e-04 2.600e-04 -0.875 0.381435
## PC3041 -2.667e-04 2.575e-04 -1.036 0.300490
## PC3042 3.938e-04 2.539e-04 1.551 0.121068
## PC3043 5.606e-04 2.513e-04 2.231 0.025806 *
## PC3044 -5.250e-06 2.518e-04 -0.021 0.983371
## PC3045 -2.107e-04 2.584e-04 -0.816 0.414867
## PC3046 2.902e-04 2.586e-04 1.122 0.261834
## PC3047 8.344e-05 2.536e-04 0.329 0.742164
## PC3048 4.508e-04 2.517e-04 1.791 0.073437 .
## PC3049 3.384e-04 2.545e-04 1.330 0.183844
## PC3050 -4.030e-04 2.476e-04 -1.628 0.103800
## PC3051 -2.079e-04 2.571e-04 -0.809 0.418769
## PC3052 2.275e-05 2.558e-04 0.089 0.929140
## PC3053 2.460e-04 2.576e-04 0.955 0.339861
## PC3054 1.363e-04 2.515e-04 0.542 0.587857
## PC3055 2.619e-06 2.572e-04 0.010 0.991875
## PC3056 -1.097e-04 2.555e-04 -0.429 0.667816
## PC3057 -1.256e-04 2.582e-04 -0.487 0.626620
## PC3058 -2.349e-04 2.531e-04 -0.928 0.353572
## PC3059 -1.692e-04 2.576e-04 -0.657 0.511401
## PC3060 2.417e-04 2.541e-04 0.951 0.341591
## PC3061 -3.635e-04 2.549e-04 -1.426 0.153964
## PC3062 -4.305e-05 2.598e-04 -0.166 0.868400
## PC3063 -3.016e-04 2.578e-04 -1.170 0.242212
## PC3064 -1.120e-04 2.514e-04 -0.445 0.656020
## PC3065 -5.531e-05 2.592e-04 -0.213 0.831054
## PC3066 1.351e-04 2.555e-04 0.529 0.597013
## PC3067 -1.448e-04 2.489e-04 -0.582 0.560813
## PC3068 -3.437e-04 2.581e-04 -1.332 0.183153
## PC3069 1.493e-04 2.536e-04 0.589 0.556206
## PC3070 2.529e-04 2.560e-04 0.988 0.323359
## PC3071 -1.794e-04 2.535e-04 -0.708 0.479310
## PC3072 -2.792e-04 2.569e-04 -1.087 0.277252
## PC3073 3.581e-04 2.578e-04 1.389 0.165041
## PC3074 5.034e-05 2.584e-04 0.195 0.845545
## PC3075 3.618e-05 2.532e-04 0.143 0.886398
## PC3076 -1.312e-04 2.502e-04 -0.525 0.599943
## PC3077 -3.813e-04 2.559e-04 -1.490 0.136327
## PC3078 -7.535e-05 2.580e-04 -0.292 0.770265
## PC3079 -2.368e-04 2.549e-04 -0.929 0.352959
## PC3080 -4.122e-06 2.523e-04 -0.016 0.986965
## PC3081 -4.386e-04 2.604e-04 -1.684 0.092328 .
## PC3082 -8.786e-05 2.552e-04 -0.344 0.730681
## PC3083 4.279e-04 2.562e-04 1.670 0.095078 .
## PC3084 -1.691e-04 2.486e-04 -0.680 0.496524
## PC3085 -2.083e-04 2.539e-04 -0.821 0.411911
## PC3086 -1.327e-04 2.560e-04 -0.518 0.604239
## PC3087 3.268e-04 2.522e-04 1.296 0.195118
## PC3088 -3.806e-05 2.637e-04 -0.144 0.885267
## PC3089 5.395e-04 2.615e-04 2.063 0.039237 *
## PC3090 -1.104e-04 2.565e-04 -0.430 0.666974
## PC3091 -4.359e-04 2.575e-04 -1.693 0.090594 .
## PC3092 -3.589e-05 2.576e-04 -0.139 0.889199
## PC3093 4.709e-04 2.558e-04 1.841 0.065793 .
## PC3094 -3.439e-04 2.631e-04 -1.307 0.191425
## PC3095 4.815e-06 2.606e-04 0.018 0.985259
## PC3096 1.881e-04 2.594e-04 0.725 0.468519
## PC3097 2.755e-04 2.568e-04 1.073 0.283547
## PC3098 -2.679e-04 2.596e-04 -1.032 0.302304
## PC3099 -1.519e-04 2.507e-04 -0.606 0.544671
## PC3100 1.511e-04 2.564e-04 0.589 0.555900
## PC3101 -5.709e-04 2.572e-04 -2.219 0.026597 *
## PC3102 -5.241e-04 2.558e-04 -2.049 0.040642 *
## PC3103 5.199e-06 2.552e-04 0.020 0.983751
## PC3104 1.434e-04 2.576e-04 0.557 0.577867
## PC3105 4.959e-05 2.571e-04 0.193 0.847102
## PC3106 2.496e-05 2.503e-04 0.100 0.920583
## PC3107 1.075e-04 2.582e-04 0.416 0.677128
## PC3108 -2.815e-04 2.520e-04 -1.117 0.264175
## PC3109 1.503e-04 2.604e-04 0.577 0.563778
## PC3110 1.456e-04 2.568e-04 0.567 0.570927
## PC3111 9.473e-05 2.565e-04 0.369 0.711956
## PC3112 -4.473e-04 2.524e-04 -1.772 0.076514 .
## PC3113 2.126e-04 2.572e-04 0.827 0.408581
## PC3114 2.466e-04 2.585e-04 0.954 0.340260
## PC3115 -4.169e-05 2.589e-04 -0.161 0.872090
## PC3116 -1.793e-04 2.598e-04 -0.690 0.490182
## PC3117 -6.283e-04 2.563e-04 -2.451 0.014336 *
## PC3118 2.082e-04 2.626e-04 0.793 0.427839
## PC3119 -2.948e-04 2.595e-04 -1.136 0.256120
## PC3120 -1.658e-05 2.596e-04 -0.064 0.949066
## PC3121 1.082e-04 2.630e-04 0.411 0.680953
## PC3122 -2.681e-04 2.567e-04 -1.045 0.296383
## PC3123 3.686e-04 2.599e-04 1.418 0.156309
## PC3124 2.297e-04 2.547e-04 0.902 0.367282
## PC3125 6.113e-04 2.560e-04 2.388 0.017069 *
## PC3126 -3.701e-04 2.562e-04 -1.445 0.148640
## PC3127 3.443e-04 2.601e-04 1.324 0.185766
## PC3128 -6.929e-05 2.584e-04 -0.268 0.788618
## PC3129 -2.520e-04 2.554e-04 -0.987 0.323984
## PC3130 2.919e-04 2.569e-04 1.136 0.255935
## PC3131 2.795e-04 2.605e-04 1.073 0.283435
## PC3132 2.469e-04 2.615e-04 0.944 0.345122
## PC3133 -1.202e-04 2.545e-04 -0.472 0.636823
## PC3134 2.689e-04 2.555e-04 1.053 0.292692
## PC3135 2.298e-05 2.552e-04 0.090 0.928259
## PC3136 -4.358e-05 2.608e-04 -0.167 0.867313
## PC3137 -4.302e-05 2.627e-04 -0.164 0.869933
## PC3138 1.928e-04 2.594e-04 0.743 0.457507
## PC3139 -6.181e-05 2.588e-04 -0.239 0.811307
## PC3140 -5.738e-05 2.580e-04 -0.222 0.824043
## PC3141 -1.106e-04 2.584e-04 -0.428 0.668687
## PC3142 -4.328e-04 2.612e-04 -1.657 0.097703 .
## PC3143 7.576e-05 2.582e-04 0.293 0.769233
## PC3144 -2.029e-05 2.575e-04 -0.079 0.937210
## PC3145 -6.019e-04 2.653e-04 -2.269 0.023397 *
## PC3146 -2.538e-04 2.592e-04 -0.979 0.327670
## PC3147 -4.098e-04 2.589e-04 -1.583 0.113609
## PC3148 -7.721e-05 2.576e-04 -0.300 0.764437
## PC3149 4.460e-04 2.609e-04 1.709 0.087540 .
## PC3150 -1.071e-04 2.590e-04 -0.414 0.679255
## PC3151 -2.272e-05 2.613e-04 -0.087 0.930734
## PC3152 -4.641e-04 2.517e-04 -1.844 0.065351 .
## PC3153 1.925e-04 2.597e-04 0.742 0.458476
## PC3154 -2.603e-05 2.576e-04 -0.101 0.919518
## PC3155 -3.269e-04 2.610e-04 -1.252 0.210563
## PC3156 -2.576e-04 2.541e-04 -1.014 0.310793
## PC3157 -3.236e-04 2.631e-04 -1.230 0.218840
## PC3158 -2.282e-04 2.660e-04 -0.858 0.391070
## PC3159 -5.151e-04 2.527e-04 -2.039 0.041648 *
## PC3160 -3.743e-05 2.599e-04 -0.144 0.885522
## PC3161 1.119e-04 2.596e-04 0.431 0.666485
## PC3162 1.493e-04 2.534e-04 0.589 0.555740
## PC3163 -2.510e-04 2.554e-04 -0.983 0.325988
## PC3164 2.454e-04 2.505e-04 0.980 0.327380
## PC3165 -3.497e-05 2.533e-04 -0.138 0.890194
## PC3166 -2.147e-04 2.600e-04 -0.826 0.409055
## PC3167 1.305e-04 2.599e-04 0.502 0.615741
## PC3168 -2.272e-05 2.609e-04 -0.087 0.930620
## PC3169 -2.133e-04 2.603e-04 -0.819 0.412692
## PC3170 2.240e-04 2.564e-04 0.873 0.382550
## PC3171 5.578e-05 2.589e-04 0.215 0.829414
## PC3172 -1.766e-04 2.609e-04 -0.677 0.498599
## PC3173 2.658e-04 2.622e-04 1.014 0.310918
## PC3174 -1.348e-05 2.608e-04 -0.052 0.958780
## PC3175 2.991e-04 2.547e-04 1.175 0.240312
## PC3176 1.563e-04 2.593e-04 0.603 0.546654
## PC3177 2.206e-05 2.592e-04 0.085 0.932209
## PC3178 1.741e-04 2.597e-04 0.670 0.502768
## PC3179 2.785e-04 2.571e-04 1.083 0.278947
## PC3180 1.649e-04 2.542e-04 0.649 0.516634
## PC3181 -2.185e-04 2.553e-04 -0.856 0.392175
## PC3182 3.912e-04 2.563e-04 1.526 0.127156
## PC3183 2.176e-04 2.626e-04 0.829 0.407339
## PC3184 6.329e-04 2.610e-04 2.425 0.015409 *
## PC3185 8.930e-05 2.641e-04 0.338 0.735335
## PC3186 -5.652e-06 2.636e-04 -0.021 0.982895
## PC3187 4.938e-04 2.561e-04 1.928 0.053984 .
## PC3188 1.605e-04 2.586e-04 0.621 0.534749
## PC3189 -1.448e-04 2.624e-04 -0.552 0.581072
## PC3190 4.965e-05 2.601e-04 0.191 0.848633
## PC3191 -4.328e-04 2.588e-04 -1.672 0.094621 .
## PC3192 3.636e-04 2.600e-04 1.398 0.162167
## PC3193 -2.594e-05 2.609e-04 -0.099 0.920800
## PC3194 -4.301e-04 2.582e-04 -1.666 0.095927 .
## PC3195 2.130e-04 2.660e-04 0.800 0.423545
## PC3196 -2.277e-04 2.562e-04 -0.889 0.374166
## PC3197 -1.624e-04 2.588e-04 -0.627 0.530415
## PC3198 7.693e-05 2.582e-04 0.298 0.765831
## PC3199 -6.114e-04 2.613e-04 -2.339 0.019433 *
## PC3200 5.508e-05 2.630e-04 0.209 0.834108
## PC3201 -2.794e-04 2.581e-04 -1.083 0.279168
## PC3202 2.270e-04 2.632e-04 0.862 0.388680
## PC3203 -2.255e-04 2.595e-04 -0.869 0.384831
## PC3204 3.710e-04 2.645e-04 1.403 0.160913
## PC3205 -2.295e-04 2.585e-04 -0.888 0.374731
## PC3206 1.619e-04 2.575e-04 0.629 0.529675
## PC3207 -1.129e-04 2.590e-04 -0.436 0.662987
## PC3208 1.771e-04 2.587e-04 0.684 0.493798
## PC3209 -1.668e-04 2.541e-04 -0.657 0.511533
## PC3210 3.260e-04 2.574e-04 1.266 0.205594
## PC3211 -2.066e-04 2.586e-04 -0.799 0.424603
## PC3212 -4.478e-04 2.614e-04 -1.713 0.086827 .
## PC3213 -2.667e-04 2.580e-04 -1.034 0.301380
## PC3214 -2.116e-04 2.558e-04 -0.827 0.408295
## PC3215 -7.948e-05 2.634e-04 -0.302 0.762883
## PC3216 1.195e-04 2.603e-04 0.459 0.646394
## PC3217 1.116e-04 2.641e-04 0.423 0.672706
## PC3218 2.527e-04 2.574e-04 0.982 0.326229
## PC3219 -4.827e-04 2.571e-04 -1.877 0.060675 .
## PC3220 5.453e-04 2.609e-04 2.090 0.036776 *
## PC3221 1.127e-04 2.606e-04 0.433 0.665423
## PC3222 9.082e-05 2.634e-04 0.345 0.730259
## PC3223 4.386e-04 2.620e-04 1.674 0.094286 .
## PC3224 -2.870e-04 2.589e-04 -1.109 0.267754
## PC3225 3.782e-04 2.596e-04 1.457 0.145268
## PC3226 1.377e-04 2.566e-04 0.537 0.591521
## PC3227 2.920e-04 2.587e-04 1.129 0.259201
## PC3228 -3.828e-04 2.600e-04 -1.472 0.141078
## PC3229 -3.295e-04 2.611e-04 -1.262 0.207080
## PC3230 1.745e-04 2.604e-04 0.670 0.502948
## PC3231 1.414e-04 2.622e-04 0.539 0.589772
## PC3232 3.889e-04 2.578e-04 1.508 0.131675
## PC3233 -1.842e-04 2.547e-04 -0.723 0.469569
## PC3234 1.578e-05 2.617e-04 0.060 0.951933
## PC3235 -9.718e-06 2.593e-04 -0.037 0.970104
## PC3236 -4.097e-04 2.682e-04 -1.527 0.126856
## PC3237 1.533e-04 2.569e-04 0.597 0.550791
## PC3238 1.178e-04 2.601e-04 0.453 0.650711
## PC3239 1.214e-04 2.616e-04 0.464 0.642561
## PC3240 -2.058e-04 2.568e-04 -0.801 0.422966
## PC3241 -2.439e-04 2.622e-04 -0.930 0.352388
## PC3242 -4.464e-05 2.593e-04 -0.172 0.863331
## PC3243 6.679e-05 2.617e-04 0.255 0.798603
## PC3244 -2.050e-04 2.583e-04 -0.794 0.427562
## PC3245 -4.065e-04 2.614e-04 -1.555 0.120054
## PC3246 9.451e-05 2.581e-04 0.366 0.714245
## PC3247 -1.485e-04 2.600e-04 -0.571 0.567790
## PC3248 2.345e-04 2.585e-04 0.907 0.364376
## PC3249 2.046e-04 2.603e-04 0.786 0.431868
## PC3250 2.772e-04 2.641e-04 1.049 0.294116
## PC3251 -1.406e-04 2.633e-04 -0.534 0.593404
## PC3252 -5.553e-05 2.623e-04 -0.212 0.832363
## PC3253 -4.334e-04 2.616e-04 -1.657 0.097732 .
## PC3254 3.169e-04 2.690e-04 1.178 0.238998
## PC3255 -4.230e-04 2.598e-04 -1.628 0.103731
## PC3256 1.715e-04 2.639e-04 0.650 0.515818
## PC3257 4.188e-04 2.636e-04 1.589 0.112298
## PC3258 -4.994e-05 2.576e-04 -0.194 0.846290
## PC3259 -1.182e-04 2.606e-04 -0.453 0.650267
## PC3260 2.376e-05 2.581e-04 0.092 0.926684
## PC3261 -3.780e-04 2.614e-04 -1.446 0.148359
## PC3262 -8.750e-05 2.621e-04 -0.334 0.738556
## PC3263 -2.184e-04 2.618e-04 -0.834 0.404200
## PC3264 7.668e-05 2.647e-04 0.290 0.772133
## PC3265 -6.722e-04 2.637e-04 -2.549 0.010883 *
## PC3266 4.071e-04 2.630e-04 1.548 0.121845
## PC3267 -3.388e-04 2.574e-04 -1.316 0.188237
## PC3268 -3.077e-04 2.626e-04 -1.172 0.241321
## PC3269 -3.727e-04 2.587e-04 -1.441 0.149816
## PC3270 5.391e-05 2.597e-04 0.208 0.835566
## PC3271 -5.299e-04 2.676e-04 -1.980 0.047847 *
## PC3272 2.437e-04 2.642e-04 0.923 0.356312
## PC3273 1.408e-04 2.602e-04 0.541 0.588551
## PC3274 -1.085e-04 2.660e-04 -0.408 0.683453
## PC3275 1.429e-04 2.623e-04 0.545 0.585985
## PC3276 -4.018e-04 2.651e-04 -1.516 0.129825
## PC3277 5.470e-04 2.612e-04 2.094 0.036427 *
## PC3278 1.213e-05 2.677e-04 0.045 0.963873
## PC3279 5.524e-04 2.607e-04 2.119 0.034230 *
## PC3280 1.558e-04 2.614e-04 0.596 0.551100
## PC3281 4.978e-04 2.609e-04 1.908 0.056566 .
## PC3282 -1.185e-04 2.611e-04 -0.454 0.650059
## PC3283 7.409e-04 2.608e-04 2.841 0.004547 **
## PC3284 1.371e-04 2.589e-04 0.529 0.596549
## PC3285 -2.495e-04 2.623e-04 -0.951 0.341768
## PC3286 2.480e-05 2.621e-04 0.095 0.924611
## PC3287 6.131e-05 2.641e-04 0.232 0.816477
## PC3288 -1.587e-04 2.643e-04 -0.601 0.548128
## PC3289 -6.411e-05 2.645e-04 -0.242 0.808515
## PC3290 6.111e-05 2.658e-04 0.230 0.818210
## PC3291 3.616e-04 2.619e-04 1.381 0.167445
## PC3292 9.048e-05 2.633e-04 0.344 0.731167
## PC3293 6.336e-04 2.635e-04 2.405 0.016292 *
## PC3294 2.739e-04 2.626e-04 1.043 0.296973
## PC3295 2.415e-04 2.683e-04 0.900 0.368304
## PC3296 3.338e-04 2.635e-04 1.267 0.205313
## PC3297 -4.850e-04 2.654e-04 -1.827 0.067850 .
## PC3298 2.123e-04 2.589e-04 0.820 0.412364
## PC3299 3.948e-04 2.597e-04 1.520 0.128595
## PC3300 3.217e-04 2.625e-04 1.226 0.220506
## PC3301 -1.930e-04 2.694e-04 -0.716 0.473936
## PC3302 -4.354e-05 2.636e-04 -0.165 0.868815
## PC3303 9.196e-05 2.593e-04 0.355 0.722886
## PC3304 1.774e-04 2.583e-04 0.687 0.492215
## PC3305 2.257e-04 2.654e-04 0.850 0.395244
## PC3306 4.367e-04 2.671e-04 1.635 0.102285
## PC3307 -8.478e-06 2.625e-04 -0.032 0.974242
## PC3308 2.791e-04 2.678e-04 1.042 0.297495
## PC3309 3.144e-04 2.677e-04 1.174 0.240458
## PC3310 2.980e-04 2.679e-04 1.113 0.266073
## PC3311 -3.069e-04 2.643e-04 -1.161 0.245706
## PC3312 -4.749e-04 2.659e-04 -1.786 0.074317 .
## PC3313 -3.456e-04 2.614e-04 -1.322 0.186227
## PC3314 9.761e-05 2.656e-04 0.367 0.713332
## PC3315 2.054e-04 2.653e-04 0.774 0.438893
## PC3316 5.615e-05 2.580e-04 0.218 0.827754
## PC3317 -6.080e-04 2.589e-04 -2.348 0.018994 *
## PC3318 -1.571e-04 2.649e-04 -0.593 0.553338
## PC3319 1.055e-04 2.611e-04 0.404 0.686353
## PC3320 1.047e-04 2.585e-04 0.405 0.685624
## PC3321 -4.600e-04 2.682e-04 -1.715 0.086491 .
## PC3322 -1.409e-04 2.701e-04 -0.522 0.602001
## PC3323 1.583e-04 2.712e-04 0.584 0.559534
## PC3324 2.139e-04 2.637e-04 0.811 0.417287
## PC3325 -2.719e-04 2.686e-04 -1.012 0.311603
## PC3326 5.016e-05 2.557e-04 0.196 0.844498
## PC3327 -3.601e-04 2.611e-04 -1.379 0.167959
## PC3328 1.041e-04 2.695e-04 0.386 0.699199
## PC3329 -1.294e-04 2.652e-04 -0.488 0.625603
## PC3330 2.239e-04 2.644e-04 0.847 0.397348
## PC3331 -1.328e-04 2.657e-04 -0.500 0.617168
## PC3332 -1.420e-04 2.663e-04 -0.533 0.594023
## PC3333 4.162e-05 2.650e-04 0.157 0.875239
## PC3334 -1.568e-04 2.640e-04 -0.594 0.552539
## PC3335 -5.919e-04 2.646e-04 -2.237 0.025407 *
## PC3336 3.044e-04 2.663e-04 1.143 0.253129
## PC3337 -3.462e-04 2.642e-04 -1.310 0.190212
## PC3338 -1.381e-04 2.620e-04 -0.527 0.598249
## PC3339 3.021e-04 2.580e-04 1.171 0.241868
## PC3340 5.742e-04 2.644e-04 2.172 0.030005 *
## PC3341 -1.722e-04 2.594e-04 -0.664 0.507050
## PC3342 -2.636e-04 2.707e-04 -0.974 0.330278
## PC3343 -1.686e-04 2.662e-04 -0.633 0.526698
## PC3344 7.531e-05 2.611e-04 0.288 0.773004
## PC3345 -2.535e-04 2.556e-04 -0.992 0.321445
## PC3346 2.002e-04 2.677e-04 0.748 0.454656
## PC3347 2.604e-04 2.633e-04 0.989 0.322792
## PC3348 -2.915e-04 2.657e-04 -1.097 0.272730
## PC3349 -2.568e-05 2.659e-04 -0.097 0.923091
## PC3350 5.020e-06 2.661e-04 0.019 0.984952
## PC3351 -1.425e-04 2.598e-04 -0.548 0.583523
## PC3352 1.141e-04 2.698e-04 0.423 0.672392
## PC3353 1.216e-05 2.658e-04 0.046 0.963510
## PC3354 7.806e-05 2.621e-04 0.298 0.765871
## PC3355 -5.008e-04 2.693e-04 -1.860 0.063093 .
## PC3356 -2.038e-04 2.659e-04 -0.767 0.443402
## PC3357 -2.081e-04 2.607e-04 -0.798 0.424734
## PC3358 -1.058e-04 2.673e-04 -0.396 0.692431
## PC3359 -3.349e-04 2.662e-04 -1.258 0.208429
## PC3360 -2.089e-04 2.644e-04 -0.790 0.429645
## PC3361 -5.266e-05 2.675e-04 -0.197 0.843941
## PC3362 -1.991e-04 2.576e-04 -0.773 0.439797
## PC3363 1.289e-04 2.658e-04 0.485 0.627845
## PC3364 -1.669e-04 2.644e-04 -0.631 0.528070
## PC3365 1.714e-04 2.657e-04 0.645 0.518971
## PC3366 -3.023e-06 2.637e-04 -0.011 0.990852
## PC3367 -5.937e-05 2.620e-04 -0.227 0.820776
## PC3368 -8.220e-05 2.690e-04 -0.306 0.759949
## PC3369 1.376e-04 2.697e-04 0.510 0.609909
## PC3370 3.441e-04 2.634e-04 1.306 0.191605
## PC3371 2.854e-04 2.622e-04 1.088 0.276573
## PC3372 -4.575e-05 2.717e-04 -0.168 0.866282
## PC3373 -3.694e-04 2.633e-04 -1.403 0.160834
## PC3374 4.321e-05 2.675e-04 0.162 0.871684
## PC3375 -4.308e-04 2.675e-04 -1.611 0.107406
## PC3376 1.351e-04 2.609e-04 0.518 0.604720
## PC3377 3.711e-04 2.693e-04 1.378 0.168386
## PC3378 -4.773e-04 2.617e-04 -1.824 0.068374 .
## PC3379 9.619e-05 2.661e-04 0.361 0.717770
## PC3380 2.969e-05 2.641e-04 0.112 0.910515
## PC3381 -2.584e-04 2.667e-04 -0.969 0.332806
## PC3382 -4.797e-04 2.690e-04 -1.783 0.074758 .
## PC3383 1.483e-04 2.643e-04 0.561 0.574688
## PC3384 1.087e-04 2.657e-04 0.409 0.682594
## PC3385 2.418e-04 2.595e-04 0.932 0.351553
## PC3386 -2.742e-04 2.630e-04 -1.043 0.297280
## PC3387 1.096e-04 2.660e-04 0.412 0.680384
## PC3388 -6.297e-05 2.628e-04 -0.240 0.810688
## PC3389 2.502e-04 2.700e-04 0.927 0.354142
## PC3390 -4.939e-04 2.607e-04 -1.894 0.058370 .
## PC3391 -1.171e-04 2.678e-04 -0.437 0.661951
## PC3392 6.426e-04 2.690e-04 2.389 0.017009 *
## PC3393 -1.971e-04 2.634e-04 -0.748 0.454477
## PC3394 2.204e-04 2.646e-04 0.833 0.404835
## PC3395 -1.997e-04 2.640e-04 -0.756 0.449508
## PC3396 2.626e-04 2.667e-04 0.985 0.324796
## PC3397 -8.784e-05 2.703e-04 -0.325 0.745228
## PC3398 2.714e-04 2.645e-04 1.026 0.305064
## PC3399 4.516e-05 2.687e-04 0.168 0.866527
## PC3400 3.530e-04 2.663e-04 1.326 0.185076
## PC3401 1.774e-04 2.645e-04 0.671 0.502366
## PC3402 8.394e-04 2.694e-04 3.116 0.001861 **
## PC3403 2.909e-05 2.621e-04 0.111 0.911635
## PC3404 -4.415e-05 2.710e-04 -0.163 0.870592
## PC3405 -5.762e-04 2.694e-04 -2.138 0.032624 *
## PC3406 -5.937e-05 2.669e-04 -0.222 0.824004
## PC3407 -2.664e-04 2.617e-04 -1.018 0.308779
## PC3408 -2.275e-04 2.664e-04 -0.854 0.393394
## PC3409 6.972e-05 2.674e-04 0.261 0.794343
## PC3410 1.225e-04 2.690e-04 0.456 0.648778
## PC3411 -3.335e-04 2.629e-04 -1.269 0.204705
## PC3412 2.649e-06 2.690e-04 0.010 0.992144
## PC3413 8.980e-05 2.609e-04 0.344 0.730740
## PC3414 1.884e-05 2.736e-04 0.069 0.945123
## PC3415 -1.545e-04 2.657e-04 -0.581 0.561007
## PC3416 -2.102e-04 2.698e-04 -0.779 0.436087
## PC3417 3.557e-04 2.713e-04 1.311 0.189995
## PC3418 6.318e-04 2.694e-04 2.345 0.019116 *
## PC3419 -5.065e-05 2.669e-04 -0.190 0.849525
## PC3420 -1.564e-04 2.731e-04 -0.573 0.566862
## PC3421 -2.429e-04 2.651e-04 -0.917 0.359492
## PC3422 2.691e-04 2.696e-04 0.998 0.318295
## PC3423 -8.994e-05 2.647e-04 -0.340 0.734049
## PC3424 -9.864e-05 2.658e-04 -0.371 0.710650
## PC3425 -3.648e-04 2.657e-04 -1.373 0.169977
## PC3426 -5.711e-05 2.684e-04 -0.213 0.831513
## PC3427 -1.548e-04 2.625e-04 -0.590 0.555405
## PC3428 -5.078e-04 2.751e-04 -1.846 0.065021 .
## PC3429 -3.751e-04 2.670e-04 -1.405 0.160248
## PC3430 4.683e-04 2.620e-04 1.788 0.074027 .
## PC3431 -1.917e-04 2.689e-04 -0.713 0.476114
## PC3432 3.287e-05 2.702e-04 0.122 0.903199
## PC3433 -4.526e-04 2.788e-04 -1.623 0.104725
## PC3434 3.194e-04 2.706e-04 1.180 0.237994
## PC3435 2.782e-05 2.603e-04 0.107 0.914911
## PC3436 -3.944e-04 2.689e-04 -1.466 0.142706
## PC3437 2.325e-04 2.656e-04 0.875 0.381487
## PC3438 -2.281e-04 2.627e-04 -0.868 0.385466
## PC3439 -2.938e-04 2.636e-04 -1.115 0.265215
## PC3440 5.691e-05 2.665e-04 0.213 0.830963
## PC3441 -3.522e-04 2.672e-04 -1.318 0.187679
## PC3442 -3.444e-04 2.636e-04 -1.306 0.191640
## PC3443 1.161e-04 2.658e-04 0.437 0.662230
## PC3444 1.379e-04 2.675e-04 0.516 0.606166
## PC3445 -6.701e-04 2.637e-04 -2.542 0.011123 *
## PC3446 2.855e-05 2.645e-04 0.108 0.914051
## PC3447 -9.203e-05 2.697e-04 -0.341 0.732926
## PC3448 3.139e-04 2.668e-04 1.177 0.239531
## PC3449 3.499e-04 2.710e-04 1.291 0.196739
## PC3450 -9.489e-07 2.640e-04 -0.004 0.997133
## PC3451 -6.838e-06 2.625e-04 -0.026 0.979225
## PC3452 -2.035e-04 2.678e-04 -0.760 0.447417
## PC3453 1.022e-03 2.676e-04 3.817 0.000140 ***
## PC3454 3.513e-04 2.648e-04 1.326 0.184855
## PC3455 -1.239e-04 2.704e-04 -0.458 0.646934
## PC3456 2.890e-04 2.672e-04 1.081 0.279684
## PC3457 1.246e-04 2.692e-04 0.463 0.643602
## PC3458 -5.947e-04 2.625e-04 -2.265 0.023627 *
## PC3459 4.237e-05 2.716e-04 0.156 0.876056
## PC3460 1.218e-04 2.692e-04 0.452 0.651033
## PC3461 -4.959e-05 2.711e-04 -0.183 0.854880
## PC3462 -3.164e-05 2.676e-04 -0.118 0.905888
## PC3463 -5.167e-04 2.667e-04 -1.937 0.052873 .
## PC3464 8.082e-05 2.714e-04 0.298 0.765901
## PC3465 -2.944e-04 2.654e-04 -1.109 0.267589
## PC3466 2.980e-06 2.654e-04 0.011 0.991043
## PC3467 -1.578e-05 2.672e-04 -0.059 0.952910
## PC3468 -6.779e-04 2.679e-04 -2.530 0.011480 *
## PC3469 4.372e-04 2.730e-04 1.601 0.109498
## PC3470 -7.344e-05 2.675e-04 -0.275 0.783688
## PC3471 1.408e-04 2.729e-04 0.516 0.606108
## PC3472 3.772e-04 2.707e-04 1.394 0.163599
## PC3473 -2.894e-04 2.642e-04 -1.096 0.273431
## PC3474 9.493e-05 2.650e-04 0.358 0.720160
## PC3475 -3.190e-04 2.715e-04 -1.175 0.240215
## PC3476 -3.072e-04 2.687e-04 -1.143 0.253032
## PC3477 -2.928e-05 2.701e-04 -0.108 0.913692
## PC3478 8.995e-05 2.660e-04 0.338 0.735336
## PC3479 -4.328e-04 2.722e-04 -1.590 0.111989
## PC3480 1.175e-04 2.690e-04 0.437 0.662361
## PC3481 -1.474e-04 2.731e-04 -0.540 0.589533
## PC3482 3.662e-04 2.682e-04 1.365 0.172313
## PC3483 4.315e-05 2.743e-04 0.157 0.875021
## PC3484 2.479e-04 2.657e-04 0.933 0.350950
## PC3485 5.799e-05 2.693e-04 0.215 0.829526
## PC3486 5.228e-04 2.688e-04 1.945 0.051904 .
## PC3487 2.934e-04 2.677e-04 1.096 0.273125
## PC3488 4.928e-04 2.677e-04 1.841 0.065822 .
## PC3489 2.900e-04 2.722e-04 1.065 0.286850
## PC3490 5.088e-05 2.720e-04 0.187 0.851620
## PC3491 2.222e-04 2.711e-04 0.819 0.412624
## PC3492 -5.432e-04 2.703e-04 -2.010 0.044596 *
## PC3493 -2.229e-04 2.725e-04 -0.818 0.413499
## PC3494 1.488e-04 2.639e-04 0.564 0.573030
## PC3495 -4.856e-04 2.716e-04 -1.788 0.074002 .
## PC3496 -6.832e-05 2.707e-04 -0.252 0.800795
## PC3497 -3.251e-04 2.697e-04 -1.205 0.228261
## PC3498 -3.328e-04 2.668e-04 -1.247 0.212451
## PC3499 2.372e-04 2.725e-04 0.870 0.384203
## PC3500 -3.654e-05 2.760e-04 -0.132 0.894705
## PC3501 2.297e-04 2.699e-04 0.851 0.394771
## PC3502 -2.484e-04 2.680e-04 -0.927 0.354158
## PC3503 -1.798e-05 2.732e-04 -0.066 0.947518
## PC3504 -1.116e-04 2.662e-04 -0.419 0.675040
## PC3505 -6.409e-05 2.671e-04 -0.240 0.810362
## PC3506 -3.176e-04 2.644e-04 -1.201 0.229803
## PC3507 2.501e-04 2.676e-04 0.935 0.350051
## PC3508 -1.466e-04 2.659e-04 -0.551 0.581542
## PC3509 5.275e-04 2.716e-04 1.943 0.052233 .
## PC3510 1.388e-04 2.672e-04 0.519 0.603596
## PC3511 -7.453e-05 2.716e-04 -0.274 0.783800
## PC3512 -9.064e-05 2.719e-04 -0.333 0.738957
## PC3513 -3.548e-04 2.701e-04 -1.313 0.189219
## PC3514 -8.295e-04 2.698e-04 -3.075 0.002138 **
## PC3515 6.583e-05 2.699e-04 0.244 0.807348
## PC3516 -3.220e-04 2.735e-04 -1.177 0.239270
## PC3517 -7.057e-05 2.672e-04 -0.264 0.791736
## PC3518 3.591e-04 2.745e-04 1.308 0.191052
## PC3519 -3.346e-04 2.690e-04 -1.244 0.213599
## PC3520 -1.295e-04 2.715e-04 -0.477 0.633403
## PC3521 7.834e-05 2.726e-04 0.287 0.773817
## PC3522 -4.466e-04 2.718e-04 -1.643 0.100516
## PC3523 1.292e-05 2.663e-04 0.049 0.961300
## PC3524 2.627e-04 2.688e-04 0.977 0.328634
## PC3525 -2.175e-04 2.745e-04 -0.793 0.428127
## PC3526 -1.791e-04 2.705e-04 -0.662 0.507877
## PC3527 -2.695e-04 2.711e-04 -0.994 0.320407
## PC3528 -3.241e-04 2.753e-04 -1.177 0.239339
## PC3529 -2.280e-04 2.713e-04 -0.840 0.400907
## PC3530 1.321e-04 2.678e-04 0.493 0.621976
## PC3531 2.395e-05 2.689e-04 0.089 0.929042
## PC3532 -8.107e-05 2.735e-04 -0.296 0.766945
## PC3533 2.981e-05 2.749e-04 0.108 0.913645
## PC3534 -2.655e-04 2.687e-04 -0.988 0.323267
## PC3535 3.276e-04 2.671e-04 1.227 0.220171
## PC3536 -2.225e-05 2.722e-04 -0.082 0.934858
## PC3537 5.205e-04 2.705e-04 1.924 0.054470 .
## PC3538 -3.272e-04 2.717e-04 -1.204 0.228642
## PC3539 -1.547e-04 2.696e-04 -0.574 0.566215
## PC3540 -2.308e-04 2.723e-04 -0.848 0.396753
## PC3541 1.712e-04 2.779e-04 0.616 0.537982
## PC3542 -2.982e-04 2.655e-04 -1.124 0.261379
## PC3543 -2.789e-04 2.816e-04 -0.990 0.322217
## PC3544 -8.679e-04 2.672e-04 -3.249 0.001182 **
## PC3545 -9.911e-05 2.682e-04 -0.369 0.711809
## PC3546 1.861e-04 2.661e-04 0.700 0.484242
## PC3547 2.580e-06 2.748e-04 0.009 0.992510
## PC3548 -6.003e-04 2.744e-04 -2.188 0.028813 *
## PC3549 8.681e-05 2.745e-04 0.316 0.751888
## PC3550 -4.514e-04 2.739e-04 -1.648 0.099563 .
## PC3551 -2.527e-04 2.702e-04 -0.935 0.349735
## PC3552 -2.625e-04 2.694e-04 -0.974 0.330017
## PC3553 -1.654e-04 2.723e-04 -0.607 0.543708
## PC3554 -5.870e-04 2.768e-04 -2.121 0.034062 *
## PC3555 9.757e-05 2.708e-04 0.360 0.718667
## PC3556 -6.237e-04 2.704e-04 -2.307 0.021178 *
## PC3557 4.713e-05 2.758e-04 0.171 0.864356
## PC3558 4.615e-04 2.791e-04 1.654 0.098403 .
## PC3559 -4.532e-05 2.740e-04 -0.165 0.868651
## PC3560 2.250e-04 2.722e-04 0.827 0.408411
## PC3561 3.021e-04 2.702e-04 1.118 0.263685
## PC3562 3.676e-04 2.746e-04 1.339 0.180843
## PC3563 1.511e-04 2.754e-04 0.549 0.583352
## PC3564 6.322e-05 2.759e-04 0.229 0.818753
## PC3565 -1.949e-04 2.710e-04 -0.719 0.472130
## PC3566 1.262e-04 2.678e-04 0.471 0.637581
## PC3567 6.506e-05 2.730e-04 0.238 0.811655
## PC3568 -6.245e-07 2.752e-04 -0.002 0.998190
## PC3569 8.599e-05 2.707e-04 0.318 0.750831
## PC3570 -5.127e-04 2.746e-04 -1.867 0.062039 .
## PC3571 -2.238e-04 2.702e-04 -0.829 0.407470
## PC3572 -3.622e-05 2.813e-04 -0.129 0.897570
## PC3573 3.686e-04 2.698e-04 1.366 0.172149
## PC3574 4.307e-04 2.732e-04 1.576 0.115095
## PC3575 -6.002e-04 2.701e-04 -2.222 0.026408 *
## PC3576 -1.802e-04 2.672e-04 -0.674 0.500217
## PC3577 -5.666e-04 2.722e-04 -2.082 0.037518 *
## PC3578 -5.425e-05 2.746e-04 -0.198 0.843406
## PC3579 1.580e-06 2.726e-04 0.006 0.995375
## PC3580 -3.350e-04 2.672e-04 -1.254 0.210032
## PC3581 -1.015e-04 2.753e-04 -0.369 0.712233
## PC3582 -1.952e-04 2.703e-04 -0.722 0.470304
## PC3583 1.028e-04 2.733e-04 0.376 0.706753
## PC3584 -2.375e-05 2.708e-04 -0.088 0.930101
## PC3585 -3.233e-04 2.805e-04 -1.153 0.249249
## PC3586 -3.607e-05 2.725e-04 -0.132 0.894691
## PC3587 -4.044e-04 2.744e-04 -1.474 0.140782
## PC3588 -5.629e-05 2.769e-04 -0.203 0.838934
## PC3589 -2.648e-04 2.697e-04 -0.982 0.326291
## PC3590 1.140e-04 2.703e-04 0.422 0.673180
## PC3591 -1.815e-04 2.651e-04 -0.685 0.493621
## PC3592 3.688e-05 2.758e-04 0.134 0.893630
## PC3593 3.179e-04 2.781e-04 1.143 0.253122
## PC3594 2.443e-04 2.653e-04 0.921 0.357402
## PC3595 -2.200e-04 2.777e-04 -0.792 0.428408
## PC3596 -1.650e-04 2.730e-04 -0.604 0.545632
## PC3597 -5.588e-04 2.686e-04 -2.080 0.037672 *
## PC3598 1.509e-04 2.749e-04 0.549 0.582991
## PC3599 1.874e-05 2.722e-04 0.069 0.945136
## PC3600 5.490e-04 2.706e-04 2.029 0.042617 *
## PC3601 -2.269e-04 2.692e-04 -0.843 0.399315
## PC3602 -3.485e-04 2.733e-04 -1.275 0.202538
## PC3603 9.642e-05 2.801e-04 0.344 0.730711
## PC3604 2.990e-04 2.708e-04 1.104 0.269702
## PC3605 4.414e-04 2.728e-04 1.618 0.105871
## PC3606 1.342e-04 2.740e-04 0.490 0.624287
## PC3607 -3.136e-04 2.812e-04 -1.115 0.264995
## PC3608 -2.860e-04 2.723e-04 -1.050 0.293770
## PC3609 -4.042e-04 2.723e-04 -1.484 0.137956
## PC3610 2.709e-04 2.767e-04 0.979 0.327536
## PC3611 -9.592e-06 2.706e-04 -0.035 0.971724
## PC3612 1.164e-04 2.740e-04 0.425 0.670850
## PC3613 -1.427e-04 2.701e-04 -0.528 0.597409
## PC3614 -2.719e-04 2.764e-04 -0.983 0.325498
## PC3615 -2.108e-04 2.729e-04 -0.772 0.439946
## PC3616 -1.692e-04 2.686e-04 -0.630 0.528732
## PC3617 8.968e-05 2.730e-04 0.328 0.742586
## PC3618 -7.519e-06 2.797e-04 -0.027 0.978556
## PC3619 -1.112e-04 2.697e-04 -0.413 0.679989
## PC3620 -1.378e-04 2.752e-04 -0.501 0.616583
## PC3621 7.298e-05 2.733e-04 0.267 0.789486
## PC3622 -8.040e-05 2.810e-04 -0.286 0.774803
## PC3623 -2.191e-04 2.736e-04 -0.801 0.423339
## PC3624 1.815e-04 2.667e-04 0.680 0.496313
## PC3625 -1.428e-04 2.686e-04 -0.531 0.595170
## PC3626 -2.479e-04 2.749e-04 -0.902 0.367280
## PC3627 -3.689e-04 2.738e-04 -1.347 0.178074
## PC3628 2.645e-04 2.735e-04 0.967 0.333668
## PC3629 9.684e-05 2.792e-04 0.347 0.728717
## PC3630 3.025e-04 2.750e-04 1.100 0.271464
## PC3631 1.555e-04 2.780e-04 0.559 0.576104
## PC3632 1.124e-04 2.756e-04 0.408 0.683396
## PC3633 -3.175e-04 2.683e-04 -1.183 0.236840
## PC3634 -4.837e-04 2.740e-04 -1.766 0.077625 .
## PC3635 -1.474e-04 2.731e-04 -0.540 0.589356
## PC3636 -1.776e-05 2.775e-04 -0.064 0.948994
## PC3637 1.960e-04 2.721e-04 0.721 0.471307
## PC3638 -2.258e-04 2.754e-04 -0.820 0.412273
## PC3639 -2.971e-04 2.789e-04 -1.065 0.286907
## PC3640 1.860e-04 2.719e-04 0.684 0.494096
## PC3641 3.872e-04 2.769e-04 1.398 0.162288
## PC3642 -6.050e-05 2.749e-04 -0.220 0.825828
## PC3643 8.415e-05 2.777e-04 0.303 0.761908
## PC3644 6.940e-05 2.808e-04 0.247 0.804844
## PC3645 1.621e-05 2.735e-04 0.059 0.952727
## PC3646 -4.500e-04 2.702e-04 -1.665 0.096045 .
## PC3647 -1.288e-04 2.692e-04 -0.479 0.632285
## PC3648 4.871e-04 2.755e-04 1.768 0.077260 .
## PC3649 -4.068e-04 2.720e-04 -1.496 0.134963
## PC3650 -2.375e-04 2.750e-04 -0.864 0.387977
## PC3651 3.843e-04 2.807e-04 1.369 0.171163
## PC3652 1.188e-05 2.740e-04 0.043 0.965411
## PC3653 1.581e-04 2.822e-04 0.560 0.575381
## PC3654 -2.050e-04 2.734e-04 -0.750 0.453364
## PC3655 1.525e-05 2.784e-04 0.055 0.956309
## PC3656 8.367e-06 2.699e-04 0.031 0.975276
## PC3657 8.735e-05 2.750e-04 0.318 0.750802
## PC3658 2.126e-04 2.763e-04 0.770 0.441672
## PC3659 1.240e-05 2.763e-04 0.045 0.964210
## PC3660 2.800e-05 2.747e-04 0.102 0.918828
## PC3661 5.338e-05 2.739e-04 0.195 0.845528
## PC3662 1.572e-04 2.732e-04 0.575 0.565152
## PC3663 -3.341e-04 2.738e-04 -1.220 0.222466
## PC3664 -1.276e-04 2.722e-04 -0.469 0.639188
## PC3665 9.332e-05 2.714e-04 0.344 0.730960
## PC3666 1.029e-04 2.750e-04 0.374 0.708389
## PC3667 -4.421e-05 2.721e-04 -0.162 0.870933
## PC3668 3.456e-05 2.738e-04 0.126 0.899579
## PC3669 -2.441e-04 2.768e-04 -0.882 0.377929
## PC3670 4.616e-04 2.723e-04 1.696 0.090144 .
## PC3671 -4.455e-04 2.766e-04 -1.611 0.107424
## PC3672 2.622e-04 2.739e-04 0.957 0.338490
## PC3673 -1.439e-04 2.785e-04 -0.517 0.605350
## PC3674 -2.048e-04 2.754e-04 -0.744 0.457275
## PC3675 3.411e-07 2.714e-04 0.001 0.998998
## PC3676 1.580e-04 2.723e-04 0.580 0.561776
## PC3677 -4.386e-04 2.828e-04 -1.551 0.121065
## PC3678 1.490e-04 2.705e-04 0.551 0.581899
## PC3679 2.644e-04 2.753e-04 0.960 0.336947
## PC3680 -2.014e-05 2.779e-04 -0.072 0.942240
## PC3681 -1.925e-04 2.760e-04 -0.697 0.485591
## PC3682 -2.095e-04 2.720e-04 -0.770 0.441190
## PC3683 1.739e-05 2.750e-04 0.063 0.949590
## PC3684 -4.114e-04 2.738e-04 -1.503 0.133117
## PC3685 -5.898e-05 2.792e-04 -0.211 0.832744
## PC3686 1.496e-04 2.718e-04 0.551 0.582008
## PC3687 -9.959e-05 2.762e-04 -0.361 0.718505
## PC3688 4.211e-04 2.774e-04 1.518 0.129194
## PC3689 -6.899e-04 2.790e-04 -2.473 0.013509 *
## PC3690 4.385e-04 2.774e-04 1.581 0.114018
## PC3691 -1.834e-04 2.737e-04 -0.670 0.502927
## PC3692 8.020e-05 2.745e-04 0.292 0.770162
## PC3693 9.340e-05 2.708e-04 0.345 0.730215
## PC3694 1.932e-04 2.712e-04 0.713 0.476217
## PC3695 -5.221e-04 2.747e-04 -1.900 0.057572 .
## PC3696 3.246e-04 2.772e-04 1.171 0.241802
## PC3697 -2.045e-04 2.821e-04 -0.725 0.468601
## PC3698 -6.216e-04 2.703e-04 -2.300 0.021592 *
## PC3699 1.136e-05 2.727e-04 0.042 0.966769
## PC3700 2.744e-04 2.800e-04 0.980 0.327172
## PC3701 3.604e-04 2.728e-04 1.321 0.186677
## PC3702 -1.386e-04 2.783e-04 -0.498 0.618436
## PC3703 2.349e-04 2.735e-04 0.859 0.390649
## PC3704 -1.782e-04 2.835e-04 -0.628 0.529782
## PC3705 -1.575e-05 2.810e-04 -0.056 0.955323
## PC3706 -1.435e-04 2.724e-04 -0.527 0.598508
## PC3707 -2.263e-05 2.805e-04 -0.081 0.935719
## PC3708 -8.675e-05 2.773e-04 -0.313 0.754463
## PC3709 3.073e-04 2.757e-04 1.115 0.265217
## PC3710 1.375e-04 2.713e-04 0.507 0.612290
## PC3711 -2.689e-04 2.753e-04 -0.977 0.328761
## PC3712 1.448e-04 2.745e-04 0.527 0.598018
## PC3713 -5.068e-04 2.766e-04 -1.832 0.067121 .
## PC3714 -1.608e-04 2.789e-04 -0.576 0.564364
## PC3715 -1.231e-04 2.727e-04 -0.451 0.651851
## PC3716 2.912e-04 2.835e-04 1.027 0.304531
## PC3717 -1.581e-04 2.760e-04 -0.573 0.566856
## PC3718 2.805e-04 2.742e-04 1.023 0.306495
## PC3719 2.695e-04 2.774e-04 0.971 0.331499
## PC3720 1.702e-05 2.798e-04 0.061 0.951500
## PC3721 -1.812e-05 2.773e-04 -0.065 0.947923
## PC3722 3.850e-04 2.771e-04 1.389 0.164883
## PC3723 3.794e-05 2.775e-04 0.137 0.891261
## PC3724 -4.041e-04 2.760e-04 -1.464 0.143377
## PC3725 -5.947e-05 2.774e-04 -0.214 0.830283
## PC3726 -3.287e-04 2.835e-04 -1.159 0.246479
## PC3727 1.623e-06 2.769e-04 0.006 0.995324
## PC3728 -1.031e-04 2.728e-04 -0.378 0.705591
## PC3729 3.520e-04 2.815e-04 1.250 0.211306
## PC3730 -1.420e-04 2.751e-04 -0.516 0.605829
## PC3731 -4.808e-04 2.721e-04 -1.767 0.077352 .
## PC3732 1.545e-04 2.772e-04 0.557 0.577411
## PC3733 -5.194e-04 2.784e-04 -1.866 0.062204 .
## PC3734 -3.669e-04 2.773e-04 -1.323 0.185955
## PC3735 -2.128e-05 2.810e-04 -0.076 0.939636
## PC3736 5.371e-04 2.789e-04 1.926 0.054263 .
## PC3737 2.943e-04 2.788e-04 1.055 0.291423
## PC3738 -6.102e-05 2.748e-04 -0.222 0.824272
## PC3739 -1.506e-04 2.786e-04 -0.541 0.588871
## PC3740 3.762e-06 2.748e-04 0.014 0.989079
## PC3741 2.769e-04 2.800e-04 0.989 0.322785
## PC3742 4.149e-05 2.833e-04 0.146 0.883574
## PC3743 -2.901e-04 2.777e-04 -1.045 0.296296
## PC3744 1.151e-04 2.806e-04 0.410 0.681733
## PC3745 -7.742e-05 2.782e-04 -0.278 0.780870
## PC3746 2.754e-04 2.758e-04 0.999 0.318029
## PC3747 -1.177e-04 2.766e-04 -0.425 0.670611
## PC3748 4.096e-04 2.835e-04 1.445 0.148607
## PC3749 3.147e-04 2.761e-04 1.140 0.254588
## PC3750 -4.813e-05 2.761e-04 -0.174 0.861620
## PC3751 -1.757e-04 2.797e-04 -0.628 0.529902
## PC3752 7.837e-05 2.786e-04 0.281 0.778551
## PC3753 2.259e-04 2.820e-04 0.801 0.423368
## PC3754 -2.584e-05 2.793e-04 -0.093 0.926286
## PC3755 1.501e-04 2.828e-04 0.531 0.595758
## PC3756 2.922e-05 2.788e-04 0.105 0.916554
## PC3757 -7.244e-04 2.808e-04 -2.579 0.009981 **
## PC3758 -7.294e-06 2.766e-04 -0.026 0.978962
## PC3759 3.935e-05 2.818e-04 0.140 0.888936
## PC3760 -4.404e-04 2.770e-04 -1.590 0.111998
## PC3761 5.155e-04 2.786e-04 1.850 0.064470 .
## PC3762 6.354e-04 2.835e-04 2.242 0.025117 *
## PC3763 2.713e-04 2.787e-04 0.973 0.330514
## PC3764 1.360e-04 2.767e-04 0.492 0.622999
## PC3765 2.250e-04 2.887e-04 0.779 0.435859
## PC3766 -2.835e-04 2.869e-04 -0.988 0.323294
## PC3767 1.711e-04 2.809e-04 0.609 0.542378
## PC3768 2.552e-04 2.795e-04 0.913 0.361284
## PC3769 1.224e-04 2.768e-04 0.442 0.658453
## PC3770 4.069e-04 2.723e-04 1.495 0.135212
## PC3771 6.648e-05 2.793e-04 0.238 0.811863
## PC3772 -4.023e-04 2.766e-04 -1.454 0.146054
## PC3773 5.143e-04 2.811e-04 1.830 0.067467 .
## PC3774 2.143e-04 2.773e-04 0.773 0.439755
## PC3775 -5.277e-04 2.828e-04 -1.866 0.062174 .
## PC3776 4.100e-04 2.816e-04 1.456 0.145653
## PC3777 8.566e-05 2.746e-04 0.312 0.755104
## PC3778 3.413e-04 2.783e-04 1.226 0.220228
## PC3779 -1.594e-04 2.838e-04 -0.562 0.574489
## PC3780 -6.321e-05 2.813e-04 -0.225 0.822220
## PC3781 -1.602e-04 2.756e-04 -0.581 0.561118
## PC3782 -2.798e-04 2.757e-04 -1.015 0.310281
## PC3783 2.233e-04 2.788e-04 0.801 0.423275
## PC3784 -1.900e-04 2.761e-04 -0.688 0.491310
## PC3785 6.491e-04 2.847e-04 2.280 0.022731 *
## PC3786 2.158e-04 2.781e-04 0.776 0.437908
## PC3787 -7.337e-05 2.838e-04 -0.258 0.796057
## PC3788 -4.234e-05 2.805e-04 -0.151 0.880049
## PC3789 5.801e-05 2.799e-04 0.207 0.835870
## PC3790 -2.078e-04 2.781e-04 -0.747 0.454972
## PC3791 3.601e-04 2.809e-04 1.282 0.200035
## PC3792 2.511e-04 2.822e-04 0.890 0.373711
## PC3793 -7.205e-05 2.809e-04 -0.256 0.797611
## PC3794 2.283e-04 2.762e-04 0.827 0.408425
## PC3795 -1.327e-04 2.802e-04 -0.473 0.635992
## PC3796 1.365e-04 2.822e-04 0.484 0.628685
## PC3797 -5.916e-05 2.810e-04 -0.211 0.833266
## PC3798 4.627e-04 2.875e-04 1.609 0.107745
## PC3799 2.563e-04 2.785e-04 0.920 0.357444
## PC3800 8.292e-06 2.795e-04 0.030 0.976332
## PC3801 -6.785e-04 2.788e-04 -2.434 0.015035 *
## PC3802 3.344e-04 2.790e-04 1.198 0.230890
## PC3803 2.009e-04 2.758e-04 0.729 0.466374
## PC3804 -6.456e-05 2.825e-04 -0.229 0.819262
## PC3805 -5.729e-04 2.764e-04 -2.073 0.038317 *
## PC3806 2.669e-04 2.781e-04 0.960 0.337321
## PC3807 -2.108e-04 2.796e-04 -0.754 0.450965
## PC3808 -1.860e-04 2.755e-04 -0.675 0.499787
## PC3809 -6.526e-06 2.846e-04 -0.023 0.981709
## PC3810 2.560e-05 2.872e-04 0.089 0.928999
## PC3811 1.574e-04 2.803e-04 0.562 0.574499
## PC3812 2.744e-04 2.765e-04 0.993 0.321072
## PC3813 -3.952e-04 2.786e-04 -1.419 0.156200
## PC3814 1.248e-04 2.813e-04 0.444 0.657298
## PC3815 -1.845e-04 2.847e-04 -0.648 0.516986
## PC3816 -8.679e-04 2.858e-04 -3.036 0.002430 **
## PC3817 -2.641e-04 2.776e-04 -0.951 0.341568
## PC3818 3.766e-04 2.813e-04 1.339 0.180887
## PC3819 -2.879e-04 2.805e-04 -1.026 0.304840
## PC3820 -3.003e-04 2.816e-04 -1.067 0.286247
## PC3821 2.182e-04 2.831e-04 0.771 0.441026
## PC3822 2.238e-04 2.779e-04 0.805 0.420719
## PC3823 -2.110e-04 2.807e-04 -0.752 0.452335
## PC3824 -8.602e-05 2.777e-04 -0.310 0.756773
## PC3825 3.232e-04 2.845e-04 1.136 0.256065
## PC3826 -1.588e-04 2.816e-04 -0.564 0.572863
## PC3827 1.102e-04 2.851e-04 0.387 0.699108
## PC3828 -1.278e-04 2.900e-04 -0.441 0.659508
## PC3829 -3.344e-04 2.803e-04 -1.193 0.232994
## PC3830 -3.026e-04 2.743e-04 -1.103 0.270114
## PC3831 -2.862e-05 2.849e-04 -0.100 0.919991
## PC3832 -1.220e-04 2.877e-04 -0.424 0.671573
## PC3833 -3.481e-04 2.826e-04 -1.232 0.218167
## PC3834 5.585e-04 2.825e-04 1.977 0.048172 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.02974 on 1749 degrees of freedom
## Multiple R-squared: 0.786, Adjusted R-squared: 0.3169
## F-statistic: 1.675 on 3834 and 1749 DF, p-value: < 2.2e-16cd.full = plot.diagnostics(model=model.full, train=data.train)
## [1] "Number of data points that have Cook's D > 4/n: 1495"
## [1] "Number of data points that have Cook's D > 1: 0"Test
test.model(model.full, data.test
,method = NULL , subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)## [1] "Summary of predicted values: "
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.897 2.065 2.100 2.099 2.134 2.261
## [1] " Test MSE: 0.00321522273760451"
## [1] " Test RMSE: 0.0567029341181257"
## [1] " Test MSE (Org Scale): 280.985731773033"
## [1] " Test RMSE (Org Scale): 16.7626290233076"
Checking with removal of high influence points
high.cd = names(cd.full[cd.full > 4/nrow(data.train)])
#save dataset with high.cd flagged
t = data.train %>%
rownames_to_column() %>%
mutate(high.cd = ifelse(rowname %in% high.cd,1,0))
#write.csv(t,file='data_high_cd_flag.csv',row.names = F)
###
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)##
## Call:
## lm(formula = formula, data = data.train2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.0147863 -0.0020881 -0.0000081 0.0020728 0.0156774
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.098e+00 6.193e-04 3387.303 < 2e-16 ***
## PC1 -7.891e-05 1.046e-04 -0.754 0.451515
## PC2 -4.404e-04 1.035e-04 -4.256 2.93e-05 ***
## PC3 1.615e-04 1.018e-04 1.587 0.113825
## PC4 1.732e-04 1.145e-04 1.513 0.131525
## PC5 2.091e-04 1.083e-04 1.930 0.054694 .
## PC6 2.160e-05 1.089e-04 0.198 0.842937
## PC7 6.050e-05 1.076e-04 0.562 0.574341
## PC8 -2.544e-05 1.193e-04 -0.213 0.831229
## PC9 -4.467e-04 1.051e-04 -4.249 3.02e-05 ***
## PC10 2.081e-04 1.164e-04 1.788 0.074905 .
## PC11 2.003e-04 1.091e-04 1.836 0.067466 .
## PC12 3.570e-04 1.134e-04 3.149 0.001833 **
## PC13 -9.496e-05 1.100e-04 -0.863 0.389025
## PC14 2.699e-06 1.052e-04 0.026 0.979543
## PC15 1.632e-05 1.032e-04 0.158 0.874538
## PC16 1.267e-05 1.149e-04 0.110 0.912290
## PC17 2.440e-05 1.121e-04 0.218 0.827901
## PC18 1.970e-04 1.078e-04 1.827 0.068833 .
## PC19 -7.857e-05 1.087e-04 -0.723 0.470608
## PC20 3.631e-05 1.135e-04 0.320 0.749297
## PC21 1.944e-04 1.138e-04 1.709 0.088736 .
## PC22 -9.773e-05 1.044e-04 -0.936 0.350115
## PC23 1.736e-04 1.163e-04 1.493 0.136626
## PC24 -4.060e-05 1.100e-04 -0.369 0.712279
## PC25 -1.284e-05 1.089e-04 -0.118 0.906246
## PC26 2.877e-04 1.095e-04 2.628 0.009123 **
## PC27 2.079e-04 1.125e-04 1.847 0.065875 .
## PC28 -4.501e-05 1.243e-04 -0.362 0.717532
## PC29 -1.908e-04 1.061e-04 -1.798 0.073439 .
## PC30 8.473e-05 1.100e-04 0.770 0.442014
## PC31 3.791e-05 1.039e-04 0.365 0.715577
## PC32 1.427e-04 1.136e-04 1.257 0.210077
## PC33 -4.504e-05 1.133e-04 -0.397 0.691411
## PC34 -2.500e-06 1.136e-04 -0.022 0.982458
## PC35 1.584e-04 1.168e-04 1.356 0.176272
## PC36 -8.513e-05 1.119e-04 -0.761 0.447549
## PC37 1.133e-04 1.098e-04 1.032 0.303268
## PC38 -3.626e-04 1.152e-04 -3.148 0.001841 **
## PC39 2.008e-04 1.099e-04 1.828 0.068682 .
## PC40 1.422e-04 1.156e-04 1.230 0.219913
## PC41 1.687e-04 1.085e-04 1.555 0.121144
## PC42 5.945e-07 1.122e-04 0.005 0.995776
## PC43 -3.467e-04 1.174e-04 -2.952 0.003447 **
## PC44 -1.832e-04 1.086e-04 -1.687 0.092902 .
## PC45 -1.023e-04 1.124e-04 -0.910 0.363527
## PC46 7.442e-05 1.163e-04 0.640 0.522672
## PC47 4.349e-05 1.110e-04 0.392 0.695628
## PC48 1.591e-05 1.126e-04 0.141 0.887730
## PC49 3.462e-04 1.173e-04 2.950 0.003471 **
## PC50 -1.300e-04 1.113e-04 -1.168 0.243985
## PC51 5.084e-05 1.143e-04 0.445 0.656758
## PC52 1.591e-04 1.223e-04 1.301 0.194402
## PC53 -3.451e-04 1.168e-04 -2.954 0.003430 **
## PC54 9.236e-05 1.156e-04 0.799 0.425158
## PC55 2.828e-04 1.167e-04 2.424 0.016069 *
## PC56 -3.474e-04 1.148e-04 -3.026 0.002732 **
## PC57 1.137e-04 1.127e-04 1.009 0.313890
## PC58 1.860e-04 1.165e-04 1.597 0.111513
## PC59 -3.642e-05 1.178e-04 -0.309 0.757503
## PC60 -3.258e-04 1.197e-04 -2.721 0.006957 **
## PC61 -9.658e-05 1.145e-04 -0.843 0.399951
## PC62 3.762e-05 1.123e-04 0.335 0.737957
## PC63 -4.448e-06 1.196e-04 -0.037 0.970362
## PC64 -1.555e-04 1.133e-04 -1.372 0.171330
## PC65 -4.121e-04 1.169e-04 -3.524 0.000503 ***
## PC66 3.434e-04 1.171e-04 2.934 0.003654 **
## PC67 3.616e-04 1.096e-04 3.299 0.001109 **
## PC68 4.725e-05 1.204e-04 0.393 0.694966
## PC69 -2.107e-04 1.232e-04 -1.710 0.088427 .
## PC70 -9.962e-05 1.162e-04 -0.858 0.391955
## PC71 -1.855e-06 1.224e-04 -0.015 0.987918
## PC72 1.509e-04 1.252e-04 1.205 0.229486
## PC73 2.355e-04 1.163e-04 2.024 0.043975 *
## PC74 8.857e-05 1.142e-04 0.776 0.438600
## PC75 -2.217e-04 1.254e-04 -1.768 0.078302 .
## PC76 1.240e-04 1.071e-04 1.157 0.248230
## PC77 -1.376e-04 1.273e-04 -1.080 0.281035
## PC78 9.019e-05 1.193e-04 0.756 0.450513
## PC79 -1.267e-04 1.175e-04 -1.078 0.281994
## PC80 1.924e-04 1.126e-04 1.709 0.088707 .
## PC81 2.072e-05 1.189e-04 0.174 0.861836
## PC82 -7.705e-05 1.172e-04 -0.657 0.511671
## PC83 1.948e-04 1.160e-04 1.679 0.094440 .
## PC84 -1.893e-04 1.102e-04 -1.718 0.086996 .
## PC85 4.813e-04 1.219e-04 3.949 0.000102 ***
## PC86 -5.852e-04 1.200e-04 -4.875 1.92e-06 ***
## PC87 6.797e-05 1.172e-04 0.580 0.562527
## PC88 -1.796e-04 1.265e-04 -1.420 0.156877
## PC89 -3.311e-04 1.140e-04 -2.904 0.004002 **
## PC90 1.503e-05 1.154e-04 0.130 0.896444
## PC91 2.934e-05 1.207e-04 0.243 0.808096
## PC92 -1.330e-04 1.165e-04 -1.141 0.254790
## PC93 -3.459e-05 1.213e-04 -0.285 0.775774
## PC94 1.714e-04 1.136e-04 1.509 0.132638
## PC95 -2.945e-06 1.243e-04 -0.024 0.981117
## PC96 2.718e-05 1.148e-04 0.237 0.812961
## PC97 -7.826e-06 1.222e-04 -0.064 0.948970
## PC98 2.074e-04 1.238e-04 1.675 0.095206 .
## PC99 -4.167e-04 1.277e-04 -3.262 0.001257 **
## PC100 6.166e-05 1.165e-04 0.529 0.597176
## PC101 1.957e-04 1.181e-04 1.658 0.098591 .
## PC102 -9.125e-05 1.216e-04 -0.750 0.453820
## PC103 -1.241e-04 1.214e-04 -1.022 0.307814
## PC104 -7.603e-05 1.245e-04 -0.611 0.541915
## PC105 -3.392e-04 1.242e-04 -2.732 0.006746 **
## PC106 -4.174e-04 1.232e-04 -3.387 0.000820 ***
## PC107 2.750e-05 1.278e-04 0.215 0.829852
## PC108 -1.761e-04 1.190e-04 -1.480 0.140185
## PC109 2.031e-04 1.249e-04 1.626 0.105195
## PC110 -1.371e-04 1.218e-04 -1.125 0.261518
## PC111 -2.219e-05 1.165e-04 -0.190 0.849081
## PC112 -1.485e-04 1.300e-04 -1.143 0.254271
## PC113 -1.537e-04 1.231e-04 -1.248 0.213274
## PC114 7.451e-05 1.282e-04 0.581 0.561621
## PC115 9.567e-06 1.180e-04 0.081 0.935452
## PC116 5.649e-05 1.255e-04 0.450 0.653038
## PC117 -2.688e-04 1.192e-04 -2.255 0.024978 *
## PC118 1.857e-04 1.194e-04 1.555 0.121133
## PC119 2.307e-04 1.265e-04 1.824 0.069335 .
## PC120 7.956e-05 1.223e-04 0.650 0.515999
## PC121 1.508e-04 1.243e-04 1.213 0.226167
## PC122 6.144e-04 1.350e-04 4.549 8.34e-06 ***
## PC123 2.966e-04 1.265e-04 2.346 0.019764 *
## PC124 -2.901e-04 1.258e-04 -2.307 0.021870 *
## PC125 -5.946e-05 1.311e-04 -0.453 0.650597
## PC126 -2.783e-04 1.265e-04 -2.199 0.028775 *
## PC127 2.535e-04 1.216e-04 2.084 0.038164 *
## PC128 6.130e-05 1.339e-04 0.458 0.647504
## PC129 1.552e-04 1.252e-04 1.240 0.216102
## PC130 -1.240e-04 1.170e-04 -1.060 0.290279
## PC131 -1.480e-04 1.343e-04 -1.102 0.271524
## PC132 7.708e-05 1.369e-04 0.563 0.573774
## PC133 4.808e-05 1.181e-04 0.407 0.684183
## PC134 2.699e-04 1.231e-04 2.193 0.029205 *
## PC135 -2.017e-04 1.101e-04 -1.833 0.067998 .
## PC136 7.340e-05 1.213e-04 0.605 0.545576
## PC137 8.889e-05 1.209e-04 0.735 0.462985
## PC138 7.177e-05 1.343e-04 0.534 0.593648
## PC139 5.528e-04 1.227e-04 4.507 1.00e-05 ***
## PC140 -3.493e-04 1.258e-04 -2.778 0.005883 **
## PC141 6.815e-06 1.269e-04 0.054 0.957223
## PC142 1.034e-04 1.259e-04 0.821 0.412186
## PC143 -1.794e-04 1.295e-04 -1.386 0.167035
## PC144 -3.099e-05 1.228e-04 -0.252 0.801020
## PC145 -1.005e-04 1.336e-04 -0.752 0.452519
## PC146 3.764e-04 1.259e-04 2.991 0.003056 **
## PC147 3.740e-04 1.271e-04 2.943 0.003548 **
## PC148 -5.061e-04 1.289e-04 -3.928 0.000111 ***
## PC149 1.962e-04 1.232e-04 1.592 0.112566
## PC150 -9.881e-05 1.267e-04 -0.780 0.436164
## PC151 4.434e-05 1.268e-04 0.350 0.726852
## PC152 -3.298e-04 1.349e-04 -2.445 0.015185 *
## PC153 1.383e-04 1.403e-04 0.986 0.325239
## PC154 -3.576e-04 1.272e-04 -2.811 0.005329 **
## PC155 -5.277e-05 1.267e-04 -0.416 0.677411
## PC156 -1.369e-04 1.401e-04 -0.977 0.329268
## PC157 6.752e-04 1.309e-04 5.156 5.07e-07 ***
## PC158 -3.895e-04 1.359e-04 -2.866 0.004512 **
## PC159 -5.402e-05 1.219e-04 -0.443 0.658132
## PC160 -7.960e-05 1.260e-04 -0.632 0.528110
## PC161 3.857e-05 1.245e-04 0.310 0.756945
## PC162 -8.724e-05 1.316e-04 -0.663 0.507939
## PC163 4.926e-05 1.302e-04 0.378 0.705456
## PC164 -3.937e-04 1.264e-04 -3.116 0.002046 **
## PC165 -5.000e-04 1.349e-04 -3.705 0.000259 ***
## PC166 -4.554e-05 1.206e-04 -0.378 0.705934
## PC167 1.365e-04 1.275e-04 1.071 0.285371
## PC168 1.250e-04 1.407e-04 0.888 0.375254
## PC169 6.273e-05 1.328e-04 0.472 0.637153
## PC170 2.445e-04 1.271e-04 1.923 0.055578 .
## PC171 -6.121e-04 1.269e-04 -4.824 2.42e-06 ***
## PC172 7.243e-05 1.446e-04 0.501 0.617005
## PC173 2.479e-04 1.255e-04 1.976 0.049281 *
## PC174 -2.324e-05 1.372e-04 -0.169 0.865594
## PC175 -2.528e-04 1.293e-04 -1.955 0.051641 .
## PC176 -1.828e-04 1.356e-04 -1.348 0.178748
## PC177 -1.709e-04 1.303e-04 -1.312 0.190653
## PC178 1.574e-04 1.314e-04 1.198 0.232024
## PC179 -1.245e-04 1.397e-04 -0.891 0.373600
## PC180 2.063e-04 1.296e-04 1.592 0.112643
## PC181 2.725e-04 1.280e-04 2.129 0.034182 *
## PC182 -1.028e-04 1.320e-04 -0.779 0.436925
## PC183 6.989e-05 1.206e-04 0.580 0.562760
## PC184 2.328e-04 1.285e-04 1.812 0.071102 .
## PC185 1.663e-05 1.223e-04 0.136 0.891999
## PC186 5.854e-04 1.263e-04 4.636 5.68e-06 ***
## PC187 -1.025e-04 1.320e-04 -0.777 0.438101
## PC188 1.699e-04 1.383e-04 1.229 0.220357
## PC189 7.371e-06 1.311e-04 0.056 0.955203
## PC190 -1.631e-04 1.279e-04 -1.275 0.203359
## PC191 1.575e-04 1.272e-04 1.239 0.216592
## PC192 5.157e-04 1.421e-04 3.629 0.000344 ***
## PC193 -3.417e-04 1.380e-04 -2.475 0.013964 *
## PC194 -5.572e-05 1.238e-04 -0.450 0.653069
## PC195 2.512e-05 1.330e-04 0.189 0.850370
## PC196 -5.819e-05 1.403e-04 -0.415 0.678628
## PC197 7.241e-04 1.355e-04 5.344 2.02e-07 ***
## PC198 3.631e-04 1.368e-04 2.654 0.008445 **
## PC199 1.828e-04 1.373e-04 1.332 0.184201
## PC200 5.045e-04 1.435e-04 3.516 0.000519 ***
## PC201 -2.782e-04 1.414e-04 -1.968 0.050179 .
## PC202 4.018e-04 1.480e-04 2.716 0.007069 **
## PC203 -1.004e-04 1.348e-04 -0.744 0.457307
## PC204 1.274e-04 1.320e-04 0.965 0.335296
## PC205 -8.910e-05 1.400e-04 -0.636 0.525062
## PC206 4.170e-05 1.354e-04 0.308 0.758325
## PC207 -1.548e-05 1.380e-04 -0.112 0.910745
## PC208 1.339e-04 1.434e-04 0.934 0.351006
## PC209 -1.540e-04 1.374e-04 -1.121 0.263395
## PC210 4.470e-04 1.365e-04 3.275 0.001205 **
## PC211 -3.578e-04 1.439e-04 -2.487 0.013528 *
## PC212 -1.107e-04 1.406e-04 -0.787 0.431860
## PC213 -2.130e-04 1.483e-04 -1.436 0.152099
## PC214 -4.565e-04 1.339e-04 -3.410 0.000757 ***
## PC215 -4.573e-04 1.463e-04 -3.126 0.001978 **
## PC216 -3.395e-04 1.442e-04 -2.354 0.019359 *
## PC217 1.424e-05 1.465e-04 0.097 0.922642
## PC218 -7.773e-05 1.362e-04 -0.571 0.568778
## PC219 4.337e-04 1.515e-04 2.862 0.004563 **
## PC220 -1.588e-04 1.370e-04 -1.159 0.247442
## PC221 6.021e-04 1.542e-04 3.904 0.000121 ***
## PC222 2.545e-04 1.534e-04 1.659 0.098401 .
## PC223 1.393e-04 1.458e-04 0.955 0.340383
## PC224 -4.653e-04 1.517e-04 -3.067 0.002395 **
## PC225 6.917e-04 1.684e-04 4.108 5.39e-05 ***
## PC226 -1.746e-04 1.449e-04 -1.206 0.229125
## PC227 8.809e-05 1.723e-04 0.511 0.609615
## PC228 -9.179e-04 1.563e-04 -5.872 1.34e-08 ***
## PC229 -4.305e-05 1.659e-04 -0.259 0.795495
## PC230 -5.541e-04 1.561e-04 -3.549 0.000461 ***
## PC231 -9.965e-04 1.629e-04 -6.117 3.58e-09 ***
## PC232 7.929e-04 1.716e-04 4.620 6.11e-06 ***
## PC233 5.257e-04 1.703e-04 3.087 0.002247 **
## PC234 -5.908e-05 1.705e-04 -0.347 0.729253
## PC235 -1.192e-04 1.692e-04 -0.704 0.481775
## PC236 4.968e-04 1.812e-04 2.742 0.006540 **
## PC237 8.832e-04 1.716e-04 5.147 5.30e-07 ***
## PC238 4.033e-04 1.892e-04 2.131 0.034035 *
## PC239 -2.971e-03 1.937e-04 -15.338 < 2e-16 ***
## PC240 3.163e-04 2.251e-04 1.405 0.161250
## PC241 3.473e-04 2.478e-04 1.402 0.162167
## PC242 6.935e-04 2.449e-04 2.831 0.005007 **
## PC243 6.797e-04 2.495e-04 2.724 0.006888 **
## PC244 -7.433e-04 2.619e-04 -2.838 0.004908 **
## PC245 -5.490e-04 2.374e-04 -2.313 0.021531 *
## PC246 1.723e-04 2.164e-04 0.796 0.426704
## PC247 6.748e-04 2.457e-04 2.746 0.006455 **
## PC248 9.979e-05 2.169e-04 0.460 0.645889
## PC249 -6.118e-04 2.320e-04 -2.637 0.008880 **
## PC250 -1.893e-04 2.422e-04 -0.782 0.435156
## PC251 2.200e-04 2.315e-04 0.950 0.342976
## PC252 -2.385e-04 2.269e-04 -1.051 0.294049
## PC253 -2.181e-04 2.611e-04 -0.836 0.404186
## PC254 -2.052e-06 2.406e-04 -0.009 0.993200
## PC255 -3.272e-05 2.383e-04 -0.137 0.890866
## PC256 3.483e-05 2.436e-04 0.143 0.886409
## PC257 3.802e-04 2.273e-04 1.673 0.095623 .
## PC258 1.057e-04 2.354e-04 0.449 0.653718
## PC259 4.623e-04 2.377e-04 1.945 0.052894 .
## PC260 -4.948e-04 2.389e-04 -2.071 0.039332 *
## PC261 1.724e-04 2.381e-04 0.724 0.469668
## PC262 3.028e-04 2.305e-04 1.314 0.190112
## PC263 -1.725e-04 2.321e-04 -0.743 0.458102
## PC264 4.759e-04 2.272e-04 2.094 0.037234 *
## PC265 2.795e-04 2.480e-04 1.127 0.260662
## PC266 -7.994e-05 2.530e-04 -0.316 0.752255
## PC267 -2.721e-04 2.652e-04 -1.026 0.305782
## PC268 1.591e-04 2.325e-04 0.684 0.494422
## PC269 4.604e-04 2.336e-04 1.971 0.049785 *
## PC270 -6.971e-06 2.280e-04 -0.031 0.975636
## PC271 3.476e-04 2.525e-04 1.377 0.169865
## PC272 -4.311e-05 2.310e-04 -0.187 0.852095
## PC273 -1.294e-04 2.442e-04 -0.530 0.596599
## PC274 9.549e-05 2.619e-04 0.365 0.715675
## PC275 -5.127e-05 2.418e-04 -0.212 0.832277
## PC276 -3.994e-04 2.475e-04 -1.614 0.107820
## PC277 -2.963e-04 2.351e-04 -1.260 0.208712
## PC278 5.212e-04 2.382e-04 2.188 0.029604 *
## PC279 5.155e-04 2.469e-04 2.088 0.037792 *
## PC280 -6.149e-04 2.685e-04 -2.290 0.022817 *
## PC281 -3.482e-05 2.492e-04 -0.140 0.888997
## PC282 -5.431e-05 2.367e-04 -0.229 0.818721
## PC283 6.465e-05 2.423e-04 0.267 0.789869
## PC284 9.788e-05 2.399e-04 0.408 0.683681
## PC285 -1.850e-04 2.516e-04 -0.735 0.462806
## PC286 3.638e-04 2.396e-04 1.519 0.130103
## PC287 6.075e-05 2.505e-04 0.243 0.808588
## PC288 1.019e-04 2.371e-04 0.430 0.667818
## PC289 3.621e-04 2.231e-04 1.623 0.105884
## PC290 9.768e-05 2.357e-04 0.414 0.678975
## PC291 2.879e-04 2.484e-04 1.159 0.247581
## PC292 1.978e-04 2.371e-04 0.834 0.404875
## PC293 -5.455e-04 2.446e-04 -2.230 0.026589 *
## PC294 -2.777e-05 2.391e-04 -0.116 0.907628
## PC295 6.453e-06 2.323e-04 0.028 0.977862
## PC296 8.368e-04 2.351e-04 3.559 0.000444 ***
## PC297 -7.595e-04 2.459e-04 -3.089 0.002234 **
## PC298 4.012e-04 2.424e-04 1.655 0.099165 .
## PC299 -2.345e-04 2.218e-04 -1.057 0.291349
## PC300 2.278e-04 2.223e-04 1.025 0.306328
## PC301 -5.571e-04 2.500e-04 -2.229 0.026700 *
## PC302 -7.482e-05 2.404e-04 -0.311 0.755864
## PC303 -2.613e-04 2.288e-04 -1.142 0.254658
## PC304 -4.171e-04 2.602e-04 -1.603 0.110099
## PC305 -5.024e-04 2.412e-04 -2.083 0.038271 *
## PC306 2.130e-04 2.549e-04 0.836 0.404073
## PC307 9.533e-06 2.289e-04 0.042 0.966810
## PC308 -3.218e-04 2.524e-04 -1.275 0.203436
## PC309 3.677e-05 2.328e-04 0.158 0.874628
## PC310 -4.429e-05 2.335e-04 -0.190 0.849704
## PC311 3.572e-04 2.404e-04 1.486 0.138608
## PC312 3.173e-04 2.409e-04 1.317 0.188998
## PC313 6.057e-04 2.378e-04 2.547 0.011462 *
## PC314 1.832e-04 2.359e-04 0.777 0.438116
## PC315 -9.935e-05 2.630e-04 -0.378 0.705906
## PC316 -2.105e-04 2.575e-04 -0.817 0.414479
## PC317 8.256e-06 2.485e-04 0.033 0.973518
## PC318 3.671e-04 2.563e-04 1.432 0.153342
## PC319 -3.819e-04 2.517e-04 -1.517 0.130462
## PC320 -1.079e-04 2.506e-04 -0.431 0.667059
## PC321 -1.316e-04 2.345e-04 -0.561 0.575272
## PC322 -8.473e-05 2.338e-04 -0.362 0.717365
## PC323 -1.563e-05 2.510e-04 -0.062 0.950397
## PC324 -1.765e-04 2.628e-04 -0.672 0.502401
## PC325 -1.563e-04 2.418e-04 -0.646 0.518648
## PC326 -1.179e-05 2.268e-04 -0.052 0.958591
## PC327 7.315e-05 2.434e-04 0.301 0.763973
## PC328 1.064e-04 2.478e-04 0.429 0.668085
## PC329 7.706e-04 2.489e-04 3.096 0.002183 **
## PC330 9.509e-05 2.223e-04 0.428 0.669246
## PC331 -1.483e-04 2.417e-04 -0.614 0.540080
## PC332 -4.491e-04 2.358e-04 -1.904 0.058027 .
## PC333 2.403e-04 2.403e-04 1.000 0.318418
## PC334 -1.825e-04 2.475e-04 -0.737 0.461590
## PC335 -5.274e-04 2.339e-04 -2.255 0.024994 *
## PC336 1.512e-05 2.445e-04 0.062 0.950750
## PC337 3.166e-04 2.280e-04 1.389 0.166153
## PC338 1.299e-04 2.363e-04 0.550 0.582964
## PC339 -2.375e-04 2.570e-04 -0.924 0.356312
## PC340 -4.210e-04 2.371e-04 -1.776 0.076976 .
## PC341 -1.826e-04 2.439e-04 -0.749 0.454637
## PC342 -8.633e-05 2.240e-04 -0.385 0.700193
## PC343 7.737e-05 2.312e-04 0.335 0.738144
## PC344 -2.972e-04 2.387e-04 -1.245 0.214413
## PC345 2.392e-04 2.501e-04 0.956 0.339755
## PC346 4.516e-05 2.342e-04 0.193 0.847250
## PC347 -2.341e-04 2.527e-04 -0.926 0.355108
## PC348 -6.714e-05 2.291e-04 -0.293 0.769691
## PC349 2.211e-04 2.488e-04 0.889 0.375063
## PC350 2.202e-04 2.409e-04 0.914 0.361679
## PC351 2.820e-04 2.381e-04 1.185 0.237303
## PC352 -2.955e-04 2.589e-04 -1.141 0.254781
## PC353 -1.744e-04 2.446e-04 -0.713 0.476559
## PC354 2.231e-04 2.349e-04 0.950 0.342982
## PC355 -4.578e-04 2.478e-04 -1.848 0.065780 .
## PC356 3.983e-04 2.849e-04 1.398 0.163296
## PC357 1.110e-03 2.359e-04 4.704 4.20e-06 ***
## PC358 -1.007e-04 2.356e-04 -0.428 0.669341
## PC359 -2.017e-04 2.357e-04 -0.856 0.392970
## PC360 2.568e-04 2.420e-04 1.061 0.289690
## PC361 -2.026e-04 2.400e-04 -0.844 0.399304
## PC362 3.329e-04 2.346e-04 1.419 0.157105
## PC363 7.470e-05 2.514e-04 0.297 0.766576
## PC364 4.968e-05 2.569e-04 0.193 0.846826
## PC365 -5.383e-05 2.246e-04 -0.240 0.810734
## PC366 -1.833e-04 2.320e-04 -0.790 0.430220
## PC367 1.921e-04 2.366e-04 0.812 0.417673
## PC368 7.034e-04 2.624e-04 2.681 0.007823 **
## PC369 1.702e-04 2.426e-04 0.702 0.483593
## PC370 1.890e-04 2.591e-04 0.730 0.466302
## PC371 -3.912e-04 2.619e-04 -1.494 0.136481
## PC372 1.153e-04 2.362e-04 0.488 0.625819
## PC373 -6.764e-05 2.568e-04 -0.263 0.792464
## PC374 1.724e-04 2.372e-04 0.727 0.467960
## PC375 -5.576e-04 2.320e-04 -2.404 0.016954 *
## PC376 5.897e-04 2.522e-04 2.338 0.020163 *
## PC377 1.455e-04 2.490e-04 0.584 0.559464
## PC378 -5.717e-04 2.347e-04 -2.436 0.015549 *
## PC379 -1.996e-04 2.496e-04 -0.800 0.424609
## PC380 7.458e-05 2.361e-04 0.316 0.752363
## PC381 -3.640e-04 2.405e-04 -1.514 0.131311
## PC382 1.427e-04 2.519e-04 0.566 0.571646
## PC383 -1.937e-05 2.587e-04 -0.075 0.940369
## PC384 -6.949e-05 2.344e-04 -0.296 0.767169
## PC385 2.916e-04 2.336e-04 1.248 0.213024
## PC386 3.367e-05 2.424e-04 0.139 0.889613
## PC387 -4.533e-04 2.252e-04 -2.013 0.045186 *
## PC388 -5.247e-05 2.318e-04 -0.226 0.821098
## PC389 -4.454e-04 2.499e-04 -1.782 0.075886 .
## PC390 1.865e-05 2.501e-04 0.075 0.940634
## PC391 2.282e-04 2.501e-04 0.913 0.362251
## PC392 6.342e-05 2.554e-04 0.248 0.804056
## PC393 -7.898e-05 2.406e-04 -0.328 0.742960
## PC394 -1.894e-04 2.474e-04 -0.766 0.444667
## PC395 -6.265e-05 2.450e-04 -0.256 0.798345
## PC396 4.502e-04 2.265e-04 1.988 0.047938 *
## PC397 -6.422e-04 2.478e-04 -2.591 0.010115 *
## PC398 3.275e-04 2.565e-04 1.277 0.202942
## PC399 -6.325e-05 2.289e-04 -0.276 0.782512
## PC400 -2.404e-05 2.203e-04 -0.109 0.913178
## PC401 -2.017e-04 2.497e-04 -0.808 0.420064
## PC402 -1.514e-05 2.462e-04 -0.061 0.951011
## PC403 5.833e-04 2.339e-04 2.494 0.013269 *
## PC404 1.356e-04 2.404e-04 0.564 0.573278
## PC405 -3.323e-04 2.502e-04 -1.328 0.185260
## PC406 -3.990e-04 2.238e-04 -1.783 0.075811 .
## PC407 -1.602e-04 2.287e-04 -0.701 0.484199
## PC408 9.689e-05 2.583e-04 0.375 0.707920
## PC409 3.334e-04 2.429e-04 1.372 0.171163
## PC410 -3.257e-04 2.241e-04 -1.453 0.147392
## PC411 3.986e-06 2.524e-04 0.016 0.987412
## PC412 -7.297e-04 2.407e-04 -3.032 0.002680 **
## PC413 -3.131e-04 2.559e-04 -1.223 0.222292
## PC414 -2.723e-04 2.653e-04 -1.026 0.305722
## PC415 -1.438e-04 2.480e-04 -0.580 0.562663
## PC416 -2.468e-05 2.417e-04 -0.102 0.918757
## PC417 -2.592e-04 2.626e-04 -0.987 0.324665
## PC418 -3.298e-04 2.418e-04 -1.364 0.173815
## PC419 -2.239e-04 2.657e-04 -0.843 0.400279
## PC420 1.047e-04 2.425e-04 0.432 0.666330
## PC421 -1.602e-04 2.329e-04 -0.688 0.492160
## PC422 -6.638e-04 2.607e-04 -2.546 0.011475 *
## PC423 -7.208e-05 2.558e-04 -0.282 0.778363
## PC424 2.557e-04 2.621e-04 0.975 0.330317
## PC425 3.000e-04 2.333e-04 1.286 0.199602
## PC426 1.809e-05 2.474e-04 0.073 0.941770
## PC427 2.959e-04 2.494e-04 1.186 0.236702
## PC428 2.067e-05 2.507e-04 0.082 0.934368
## PC429 2.560e-04 2.501e-04 1.024 0.306910
## PC430 1.367e-04 2.313e-04 0.591 0.555063
## PC431 -5.294e-04 2.389e-04 -2.216 0.027551 *
## PC432 6.990e-05 2.385e-04 0.293 0.769721
## PC433 8.035e-05 2.379e-04 0.338 0.735837
## PC434 2.230e-04 2.546e-04 0.876 0.381958
## PC435 -2.416e-04 2.365e-04 -1.021 0.308010
## PC436 -8.830e-04 2.517e-04 -3.508 0.000534 ***
## PC437 -2.245e-04 2.359e-04 -0.952 0.342239
## PC438 3.958e-04 2.457e-04 1.611 0.108504
## PC439 1.960e-04 2.436e-04 0.805 0.421803
## PC440 -1.404e-04 2.420e-04 -0.580 0.562114
## PC441 1.263e-05 2.608e-04 0.048 0.961423
## PC442 1.364e-05 2.372e-04 0.057 0.954194
## PC443 -1.384e-04 2.410e-04 -0.574 0.566329
## PC444 3.212e-04 2.594e-04 1.238 0.216695
## PC445 -2.483e-04 2.479e-04 -1.002 0.317486
## PC446 -2.310e-04 2.526e-04 -0.914 0.361383
## PC447 7.098e-05 2.465e-04 0.288 0.773655
## PC448 -3.577e-04 2.619e-04 -1.366 0.173223
## PC449 -9.761e-05 2.495e-04 -0.391 0.695959
## PC450 5.249e-04 2.417e-04 2.172 0.030815 *
## PC451 -6.278e-05 2.418e-04 -0.260 0.795355
## PC452 -5.509e-04 2.466e-04 -2.234 0.026348 *
## PC453 -9.483e-05 2.350e-04 -0.403 0.686943
## PC454 1.980e-04 2.613e-04 0.758 0.449357
## PC455 5.986e-05 2.427e-04 0.247 0.805373
## PC456 -5.470e-05 2.507e-04 -0.218 0.827455
## PC457 2.043e-04 2.683e-04 0.762 0.447062
## PC458 6.113e-05 2.487e-04 0.246 0.806032
## PC459 -5.202e-05 2.459e-04 -0.212 0.832645
## PC460 -1.084e-04 2.634e-04 -0.412 0.680926
## PC461 2.548e-04 2.574e-04 0.990 0.323121
## PC462 5.180e-05 2.583e-04 0.201 0.841206
## PC463 3.623e-04 2.493e-04 1.453 0.147502
## PC464 -2.038e-04 2.628e-04 -0.776 0.438722
## PC465 1.962e-04 2.375e-04 0.826 0.409471
## PC466 -1.500e-04 2.579e-04 -0.582 0.561260
## PC467 6.676e-04 2.295e-04 2.909 0.003950 **
## PC468 8.048e-05 2.562e-04 0.314 0.753712
## PC469 -2.205e-04 2.737e-04 -0.806 0.421227
## PC470 -4.464e-04 2.522e-04 -1.771 0.077842 .
## PC471 -1.649e-04 2.441e-04 -0.676 0.499776
## PC472 -8.776e-04 2.695e-04 -3.257 0.001280 **
## PC473 -1.129e-04 2.422e-04 -0.466 0.641476
## PC474 1.497e-04 2.368e-04 0.632 0.527924
## PC475 1.839e-05 2.576e-04 0.071 0.943147
## PC476 -1.142e-04 2.443e-04 -0.467 0.640755
## PC477 3.610e-04 2.345e-04 1.539 0.125001
## PC478 -2.244e-05 2.517e-04 -0.089 0.929050
## PC479 -3.179e-04 2.470e-04 -1.287 0.199254
## PC480 3.305e-04 2.447e-04 1.351 0.178040
## PC481 -5.371e-04 2.525e-04 -2.127 0.034394 *
## PC482 -1.735e-04 2.491e-04 -0.697 0.486749
## PC483 -4.754e-04 2.413e-04 -1.970 0.049918 *
## PC484 2.042e-04 2.588e-04 0.789 0.430933
## PC485 -3.944e-04 2.506e-04 -1.573 0.116862
## PC486 3.274e-04 2.480e-04 1.320 0.188072
## PC487 -1.908e-04 2.778e-04 -0.687 0.492688
## PC488 -5.511e-04 2.457e-04 -2.243 0.025774 *
## PC489 9.157e-05 2.489e-04 0.368 0.713209
## PC490 9.359e-05 2.508e-04 0.373 0.709283
## PC491 -2.583e-04 2.502e-04 -1.032 0.303008
## PC492 -1.246e-04 2.573e-04 -0.484 0.628575
## PC493 -2.042e-05 2.375e-04 -0.086 0.931549
## PC494 -2.061e-05 2.365e-04 -0.087 0.930627
## PC495 5.537e-04 2.467e-04 2.244 0.025675 *
## PC496 -2.420e-04 2.429e-04 -0.996 0.320107
## PC497 9.581e-06 2.411e-04 0.040 0.968329
## PC498 3.941e-05 2.550e-04 0.155 0.877329
## PC499 3.710e-04 2.422e-04 1.532 0.126769
## PC500 1.231e-04 2.486e-04 0.495 0.620959
## PC501 -3.037e-04 2.389e-04 -1.271 0.204877
## PC502 -3.933e-05 2.507e-04 -0.157 0.875436
## PC503 2.380e-04 2.523e-04 0.943 0.346509
## PC504 -2.979e-04 2.465e-04 -1.209 0.227884
## PC505 -5.586e-05 2.556e-04 -0.219 0.827202
## PC506 1.468e-04 2.512e-04 0.585 0.559395
## PC507 -4.202e-04 2.580e-04 -1.629 0.104623
## PC508 1.308e-04 2.428e-04 0.539 0.590458
## PC509 -2.551e-04 2.545e-04 -1.003 0.317041
## PC510 -1.303e-04 2.402e-04 -0.542 0.587965
## PC511 7.092e-05 2.300e-04 0.308 0.758041
## PC512 4.318e-04 2.443e-04 1.768 0.078283 .
## PC513 1.949e-04 2.496e-04 0.781 0.435741
## PC514 2.887e-04 2.438e-04 1.184 0.237461
## PC515 -1.571e-04 2.717e-04 -0.578 0.563715
## PC516 5.602e-04 2.620e-04 2.138 0.033464 *
## PC517 5.874e-05 2.349e-04 0.250 0.802743
## PC518 2.885e-04 2.502e-04 1.153 0.249967
## PC519 -2.574e-04 2.524e-04 -1.020 0.308861
## PC520 -2.762e-05 2.454e-04 -0.113 0.910482
## PC521 -5.549e-04 2.612e-04 -2.125 0.034557 *
## PC522 3.106e-04 2.423e-04 1.282 0.201015
## PC523 -1.016e-05 2.425e-04 -0.042 0.966621
## PC524 -2.501e-04 2.430e-04 -1.029 0.304265
## PC525 1.632e-04 2.421e-04 0.674 0.500824
## PC526 1.467e-04 2.335e-04 0.628 0.530396
## PC527 1.715e-04 2.405e-04 0.713 0.476398
## PC528 1.675e-04 2.597e-04 0.645 0.519518
## PC529 4.172e-04 2.426e-04 1.720 0.086724 .
## PC530 -2.188e-04 2.402e-04 -0.911 0.363253
## PC531 7.788e-05 2.358e-04 0.330 0.741509
## PC532 -2.143e-04 2.729e-04 -0.785 0.433109
## PC533 3.163e-04 2.420e-04 1.307 0.192488
## PC534 5.584e-06 2.543e-04 0.022 0.982495
## PC535 2.766e-04 2.661e-04 1.039 0.299605
## PC536 1.984e-04 2.437e-04 0.814 0.416325
## PC537 1.900e-04 2.328e-04 0.816 0.414994
## PC538 -3.386e-04 2.382e-04 -1.421 0.156455
## PC539 -4.590e-04 2.562e-04 -1.791 0.074405 .
## PC540 1.451e-04 2.418e-04 0.600 0.548974
## PC541 3.647e-04 2.493e-04 1.463 0.144733
## PC542 -1.223e-04 2.331e-04 -0.524 0.600449
## PC543 4.890e-05 2.519e-04 0.194 0.846263
## PC544 -2.623e-04 2.498e-04 -1.050 0.294722
## PC545 4.538e-04 2.634e-04 1.723 0.086082 .
## PC546 1.992e-05 2.508e-04 0.079 0.936758
## PC547 -1.591e-04 2.347e-04 -0.678 0.498579
## PC548 1.537e-04 2.274e-04 0.676 0.499660
## PC549 -1.665e-04 2.365e-04 -0.704 0.482211
## PC550 8.197e-04 2.671e-04 3.069 0.002384 **
## PC551 8.564e-05 2.460e-04 0.348 0.727989
## PC552 2.051e-04 2.801e-04 0.732 0.464820
## PC553 -1.774e-04 2.574e-04 -0.689 0.491366
## PC554 -2.832e-04 2.334e-04 -1.213 0.226145
## PC555 -1.425e-04 2.326e-04 -0.612 0.540769
## PC556 -5.972e-04 2.245e-04 -2.660 0.008313 **
## PC557 -8.054e-05 2.623e-04 -0.307 0.759026
## PC558 5.654e-05 2.432e-04 0.232 0.816400
## PC559 3.472e-04 2.419e-04 1.435 0.152417
## PC560 2.100e-04 2.472e-04 0.850 0.396326
## PC561 2.852e-04 2.514e-04 1.134 0.257690
## PC562 9.674e-05 2.636e-04 0.367 0.713879
## PC563 8.764e-05 2.450e-04 0.358 0.720844
## PC564 1.648e-04 2.368e-04 0.696 0.487155
## PC565 2.990e-04 2.507e-04 1.192 0.234242
## PC566 8.673e-05 2.522e-04 0.344 0.731255
## PC567 4.734e-04 2.584e-04 1.832 0.068156 .
## PC568 3.086e-04 2.475e-04 1.247 0.213642
## PC569 -5.847e-04 2.346e-04 -2.492 0.013345 *
## PC570 1.732e-04 2.589e-04 0.669 0.504146
## PC571 -3.811e-04 2.526e-04 -1.509 0.132533
## PC572 1.530e-04 2.314e-04 0.661 0.509048
## PC573 -1.925e-04 2.526e-04 -0.762 0.446875
## PC574 2.745e-04 2.461e-04 1.115 0.265726
## PC575 2.952e-04 2.370e-04 1.246 0.214042
## PC576 2.874e-04 2.380e-04 1.208 0.228353
## PC577 2.376e-04 2.815e-04 0.844 0.399484
## PC578 -1.890e-04 2.585e-04 -0.731 0.465433
## PC579 -3.475e-04 2.515e-04 -1.382 0.168262
## PC580 -7.401e-04 2.381e-04 -3.108 0.002096 **
## PC581 -2.103e-04 2.441e-04 -0.862 0.389647
## PC582 -3.309e-04 2.298e-04 -1.440 0.151162
## PC583 4.305e-04 2.643e-04 1.629 0.104592
## PC584 1.419e-04 2.403e-04 0.590 0.555414
## PC585 -8.855e-04 2.408e-04 -3.677 0.000288 ***
## PC586 -3.728e-04 2.657e-04 -1.403 0.161754
## PC587 1.961e-04 2.498e-04 0.785 0.433211
## PC588 3.565e-04 2.440e-04 1.461 0.145261
## PC589 1.048e-04 2.378e-04 0.441 0.659661
## PC590 -9.910e-04 2.602e-04 -3.809 0.000175 ***
## PC591 -1.026e-04 2.606e-04 -0.394 0.694186
## PC592 -2.607e-04 2.351e-04 -1.109 0.268397
## PC593 -2.460e-04 2.530e-04 -0.972 0.331788
## PC594 6.159e-04 2.401e-04 2.566 0.010872 *
## PC595 2.562e-04 2.453e-04 1.044 0.297267
## PC596 -1.469e-04 2.536e-04 -0.579 0.562870
## PC597 2.761e-05 2.447e-04 0.113 0.910253
## PC598 -4.064e-04 2.602e-04 -1.562 0.119615
## PC599 -1.049e-05 2.768e-04 -0.038 0.969803
## PC600 -3.132e-04 2.648e-04 -1.183 0.238027
## PC601 1.960e-04 2.609e-04 0.751 0.453312
## PC602 -2.580e-04 2.398e-04 -1.076 0.282935
## PC603 2.019e-04 2.421e-04 0.834 0.404990
## PC604 -1.042e-03 2.691e-04 -3.870 0.000138 ***
## PC605 1.209e-04 2.568e-04 0.471 0.638344
## PC606 4.908e-04 2.522e-04 1.946 0.052735 .
## PC607 -3.733e-04 2.389e-04 -1.563 0.119359
## PC608 -9.881e-05 2.519e-04 -0.392 0.695235
## PC609 -1.827e-04 2.480e-04 -0.737 0.462090
## PC610 4.346e-05 2.378e-04 0.183 0.855102
## PC611 -8.954e-05 2.458e-04 -0.364 0.716007
## PC612 -2.027e-04 2.635e-04 -0.770 0.442290
## PC613 1.803e-04 2.563e-04 0.703 0.482598
## PC614 -1.294e-04 2.756e-04 -0.470 0.639099
## PC615 -1.859e-04 2.623e-04 -0.709 0.479155
## PC616 -6.057e-04 2.425e-04 -2.498 0.013115 *
## PC617 -7.728e-05 2.592e-04 -0.298 0.765860
## PC618 -7.262e-05 2.495e-04 -0.291 0.771219
## PC619 2.738e-04 2.333e-04 1.173 0.241709
## PC620 -1.797e-04 2.757e-04 -0.652 0.515119
## PC621 3.935e-04 2.527e-04 1.557 0.120670
## PC622 -6.099e-04 2.478e-04 -2.461 0.014513 *
## PC623 3.570e-04 2.404e-04 1.485 0.138857
## PC624 1.019e-04 2.532e-04 0.402 0.687708
## PC625 -3.254e-04 2.592e-04 -1.256 0.210448
## PC626 -4.488e-04 2.326e-04 -1.930 0.054758 .
## PC627 1.656e-04 2.262e-04 0.732 0.464717
## PC628 -5.151e-04 2.396e-04 -2.150 0.032510 *
## PC629 -1.069e-04 2.552e-04 -0.419 0.675626
## PC630 -6.840e-05 2.518e-04 -0.272 0.786096
## PC631 -1.972e-04 2.378e-04 -0.829 0.407712
## PC632 1.172e-04 2.456e-04 0.477 0.633835
## PC633 -5.584e-04 2.388e-04 -2.339 0.020122 *
## PC634 2.965e-04 2.413e-04 1.229 0.220288
## PC635 -3.620e-04 2.398e-04 -1.509 0.132458
## PC636 1.442e-04 2.483e-04 0.581 0.561841
## PC637 1.460e-04 2.410e-04 0.606 0.545270
## PC638 -3.286e-04 2.505e-04 -1.312 0.190713
## PC639 1.355e-04 2.703e-04 0.502 0.616450
## PC640 -2.774e-04 2.615e-04 -1.061 0.289868
## PC641 -2.779e-04 2.399e-04 -1.158 0.247817
## PC642 3.694e-04 2.466e-04 1.498 0.135365
## PC643 3.323e-04 2.415e-04 1.376 0.170059
## PC644 2.821e-04 2.463e-04 1.145 0.253165
## PC645 2.302e-04 2.599e-04 0.886 0.376618
## PC646 9.609e-05 2.567e-04 0.374 0.708491
## PC647 -4.680e-04 2.434e-04 -1.922 0.055681 .
## PC648 -4.764e-04 2.406e-04 -1.980 0.048766 *
## PC649 6.659e-05 2.367e-04 0.281 0.778673
## PC650 -5.549e-05 2.510e-04 -0.221 0.825173
## PC651 1.432e-04 2.543e-04 0.563 0.573944
## PC652 -4.450e-04 2.461e-04 -1.808 0.071753 .
## PC653 -3.470e-04 2.481e-04 -1.399 0.163125
## PC654 -6.709e-05 2.529e-04 -0.265 0.791018
## PC655 6.229e-05 2.447e-04 0.255 0.799257
## PC656 8.120e-05 2.474e-04 0.328 0.743044
## PC657 -2.844e-04 2.631e-04 -1.081 0.280882
## PC658 1.437e-04 2.275e-04 0.632 0.528112
## PC659 -2.151e-04 2.687e-04 -0.800 0.424208
## PC660 -5.080e-05 2.403e-04 -0.211 0.832769
## PC661 1.841e-05 2.437e-04 0.076 0.939831
## PC662 -1.010e-04 2.637e-04 -0.383 0.702021
## PC663 -4.639e-04 2.447e-04 -1.896 0.059073 .
## PC664 4.538e-04 2.365e-04 1.918 0.056176 .
## PC665 -3.158e-04 2.441e-04 -1.294 0.196899
## PC666 -3.884e-04 2.451e-04 -1.585 0.114290
## PC667 -1.816e-04 2.385e-04 -0.761 0.447196
## PC668 9.276e-05 2.459e-04 0.377 0.706366
## PC669 -3.091e-04 2.490e-04 -1.241 0.215590
## PC670 -8.825e-05 2.395e-04 -0.368 0.712868
## PC671 1.717e-04 2.627e-04 0.654 0.513920
## PC672 4.270e-04 2.554e-04 1.672 0.095841 .
## PC673 1.857e-04 2.623e-04 0.708 0.479626
## PC674 -4.294e-04 2.523e-04 -1.702 0.090058 .
## PC675 -4.490e-04 2.484e-04 -1.807 0.071874 .
## PC676 -1.431e-04 2.362e-04 -0.606 0.545304
## PC677 3.199e-04 2.505e-04 1.277 0.202725
## PC678 -2.846e-04 2.586e-04 -1.100 0.272210
## PC679 3.092e-04 2.396e-04 1.290 0.198191
## PC680 -3.457e-04 2.341e-04 -1.477 0.140914
## PC681 4.733e-04 2.499e-04 1.894 0.059397 .
## PC682 -4.154e-04 2.363e-04 -1.758 0.079940 .
## PC683 -3.582e-05 2.539e-04 -0.141 0.887907
## PC684 -5.205e-04 2.618e-04 -1.988 0.047836 *
## PC685 -7.723e-05 2.597e-04 -0.297 0.766401
## PC686 2.780e-04 2.528e-04 1.100 0.272419
## PC687 1.523e-04 2.566e-04 0.594 0.553315
## PC688 2.892e-04 2.598e-04 1.113 0.266818
## PC689 3.261e-04 2.587e-04 1.260 0.208687
## PC690 2.120e-04 2.585e-04 0.820 0.412945
## PC691 -1.715e-04 2.458e-04 -0.698 0.485807
## PC692 2.956e-04 2.465e-04 1.199 0.231577
## PC693 3.568e-04 2.579e-04 1.384 0.167695
## PC694 -5.618e-05 2.261e-04 -0.248 0.803986
## PC695 -5.619e-04 2.442e-04 -2.301 0.022190 *
## PC696 -6.566e-06 2.547e-04 -0.026 0.979456
## PC697 4.092e-04 2.445e-04 1.674 0.095387 .
## PC698 -2.219e-04 2.496e-04 -0.889 0.374660
## PC699 -1.137e-05 2.540e-04 -0.045 0.964334
## PC700 5.072e-04 2.547e-04 1.991 0.047527 *
## PC701 -1.092e-04 2.408e-04 -0.454 0.650540
## PC702 3.776e-04 2.552e-04 1.480 0.140169
## PC703 2.201e-04 2.551e-04 0.863 0.389028
## PC704 -3.567e-04 2.386e-04 -1.495 0.136119
## PC705 2.302e-04 2.483e-04 0.927 0.354769
## PC706 -2.841e-04 2.591e-04 -1.097 0.273849
## PC707 -2.084e-04 2.356e-04 -0.884 0.377318
## PC708 -1.096e-04 2.718e-04 -0.403 0.687084
## PC709 -3.950e-05 2.315e-04 -0.171 0.864632
## PC710 -2.550e-04 2.652e-04 -0.962 0.337158
## PC711 9.115e-05 2.546e-04 0.358 0.720582
## PC712 2.772e-06 2.336e-04 0.012 0.990542
## PC713 5.762e-05 2.382e-04 0.242 0.809060
## PC714 -3.300e-04 2.396e-04 -1.377 0.169626
## PC715 3.237e-04 2.375e-04 1.363 0.174087
## PC716 2.869e-05 2.517e-04 0.114 0.909335
## PC717 3.663e-04 2.454e-04 1.493 0.136669
## PC718 -3.193e-04 2.479e-04 -1.288 0.198883
## PC719 5.945e-04 2.521e-04 2.358 0.019131 *
## PC720 4.237e-04 2.431e-04 1.743 0.082618 .
## PC721 -6.907e-05 2.557e-04 -0.270 0.787324
## PC722 -1.890e-04 2.643e-04 -0.715 0.475069
## PC723 -5.999e-04 2.402e-04 -2.498 0.013128 *
## PC724 -5.846e-06 2.306e-04 -0.025 0.979792
## PC725 -2.726e-04 2.621e-04 -1.040 0.299277
## PC726 2.476e-04 2.568e-04 0.964 0.335805
## PC727 -1.746e-04 2.595e-04 -0.673 0.501817
## PC728 -7.437e-04 2.353e-04 -3.160 0.001767 **
## PC729 -1.197e-04 2.602e-04 -0.460 0.645799
## PC730 6.337e-05 2.485e-04 0.255 0.798961
## PC731 1.494e-04 2.769e-04 0.539 0.590136
## PC732 -1.922e-04 2.418e-04 -0.795 0.427533
## PC733 2.603e-04 2.683e-04 0.970 0.332873
## PC734 -2.030e-04 2.402e-04 -0.845 0.398710
## PC735 -1.738e-04 2.667e-04 -0.652 0.515285
## PC736 3.574e-04 2.524e-04 1.416 0.158072
## PC737 6.353e-04 2.345e-04 2.710 0.007192 **
## PC738 3.531e-04 2.561e-04 1.379 0.169091
## PC739 -6.181e-04 2.603e-04 -2.375 0.018292 *
## PC740 5.268e-04 2.509e-04 2.100 0.036709 *
## PC741 -2.375e-04 2.490e-04 -0.954 0.341047
## PC742 1.750e-04 2.562e-04 0.683 0.495234
## PC743 4.196e-05 2.632e-04 0.159 0.873497
## PC744 -1.772e-04 2.555e-04 -0.693 0.488677
## PC745 3.235e-04 2.567e-04 1.260 0.208796
## PC746 -3.339e-04 2.687e-04 -1.243 0.215070
## PC747 2.193e-04 2.463e-04 0.890 0.374063
## PC748 8.080e-05 2.420e-04 0.334 0.738784
## PC749 3.284e-05 2.478e-04 0.133 0.894692
## PC750 -2.326e-04 2.549e-04 -0.913 0.362351
## PC751 3.400e-04 2.544e-04 1.336 0.182605
## PC752 -5.445e-04 2.495e-04 -2.182 0.030011 *
## PC753 4.051e-04 2.593e-04 1.562 0.119515
## PC754 -2.313e-04 2.621e-04 -0.882 0.378369
## PC755 5.355e-04 2.461e-04 2.176 0.030445 *
## PC756 -2.018e-04 2.573e-04 -0.784 0.433482
## PC757 9.593e-05 2.461e-04 0.390 0.697007
## PC758 -5.728e-06 2.515e-04 -0.023 0.981848
## PC759 -5.187e-04 2.671e-04 -1.942 0.053294 .
## PC760 7.967e-05 2.509e-04 0.318 0.751060
## PC761 4.616e-04 2.624e-04 1.759 0.079767 .
## PC762 -1.213e-05 2.533e-04 -0.048 0.961843
## PC763 -2.039e-04 2.427e-04 -0.840 0.401687
## PC764 5.457e-04 2.474e-04 2.206 0.028270 *
## PC765 9.202e-05 2.515e-04 0.366 0.714722
## PC766 7.989e-05 2.445e-04 0.327 0.744119
## PC767 -2.721e-04 2.441e-04 -1.115 0.266010
## PC768 -1.727e-04 2.672e-04 -0.646 0.518624
## PC769 -2.430e-04 2.667e-04 -0.911 0.363130
## PC770 3.071e-04 2.531e-04 1.214 0.225961
## PC771 5.928e-04 2.498e-04 2.373 0.018393 *
## PC772 -2.379e-04 2.493e-04 -0.954 0.340885
## PC773 -3.147e-05 2.498e-04 -0.126 0.899851
## PC774 1.493e-04 2.374e-04 0.629 0.529935
## PC775 -8.009e-04 2.599e-04 -3.081 0.002287 **
## PC776 1.900e-04 2.664e-04 0.713 0.476513
## PC777 -2.417e-04 2.502e-04 -0.966 0.334914
## PC778 -3.354e-04 2.467e-04 -1.360 0.175186
## PC779 -5.382e-04 2.722e-04 -1.977 0.049074 *
## PC780 -2.208e-05 2.659e-04 -0.083 0.933901
## PC781 2.700e-05 2.460e-04 0.110 0.912697
## PC782 1.749e-04 2.670e-04 0.655 0.513086
## PC783 4.319e-04 2.531e-04 1.706 0.089221 .
## PC784 1.593e-04 2.242e-04 0.711 0.478040
## PC785 -1.679e-04 2.548e-04 -0.659 0.510636
## PC786 5.598e-05 2.622e-04 0.213 0.831140
## PC787 -4.734e-04 2.443e-04 -1.938 0.053776 .
## PC788 -1.646e-04 2.524e-04 -0.652 0.514907
## PC789 -7.756e-04 2.580e-04 -3.007 0.002906 **
## PC790 -6.313e-05 2.391e-04 -0.264 0.791961
## PC791 4.315e-05 2.728e-04 0.158 0.874459
## PC792 1.242e-04 2.678e-04 0.464 0.643206
## PC793 -2.893e-04 2.675e-04 -1.081 0.280578
## PC794 -5.365e-05 2.336e-04 -0.230 0.818515
## PC795 -6.415e-05 2.618e-04 -0.245 0.806629
## PC796 -2.296e-04 2.494e-04 -0.921 0.358150
## PC797 -1.386e-04 2.565e-04 -0.540 0.589346
## PC798 2.300e-04 2.481e-04 0.927 0.354858
## PC799 3.391e-04 2.643e-04 1.283 0.200727
## PC800 1.720e-04 2.476e-04 0.695 0.487900
## PC801 2.408e-04 2.350e-04 1.025 0.306491
## PC802 1.975e-04 2.628e-04 0.751 0.453195
## PC803 -3.926e-04 2.492e-04 -1.575 0.116398
## PC804 -8.294e-05 2.559e-04 -0.324 0.746130
## PC805 -3.064e-04 2.535e-04 -1.209 0.227967
## PC806 1.054e-04 2.764e-04 0.381 0.703275
## PC807 -1.382e-04 2.409e-04 -0.574 0.566558
## PC808 2.612e-04 2.699e-04 0.968 0.334081
## PC809 -8.669e-04 2.453e-04 -3.535 0.000485 ***
## PC810 4.072e-04 2.565e-04 1.587 0.113669
## PC811 -5.540e-04 2.544e-04 -2.178 0.030353 *
## PC812 3.852e-05 2.384e-04 0.162 0.871808
## PC813 1.757e-04 2.465e-04 0.713 0.476664
## PC814 -1.687e-04 2.699e-04 -0.625 0.532457
## PC815 6.115e-04 2.623e-04 2.331 0.020512 *
## PC816 -2.424e-04 2.436e-04 -0.995 0.320592
## PC817 4.479e-05 2.630e-04 0.170 0.864884
## PC818 3.937e-04 2.594e-04 1.517 0.130409
## PC819 -5.974e-04 2.421e-04 -2.467 0.014270 *
## PC820 7.130e-04 2.524e-04 2.824 0.005112 **
## PC821 1.161e-04 2.432e-04 0.477 0.633460
## PC822 1.424e-04 2.513e-04 0.567 0.571410
## PC823 -3.404e-04 2.557e-04 -1.331 0.184424
## PC824 6.493e-04 2.882e-04 2.253 0.025139 *
## PC825 -8.060e-05 2.576e-04 -0.313 0.754627
## PC826 -3.546e-05 2.356e-04 -0.151 0.880462
## PC827 -9.141e-05 2.452e-04 -0.373 0.709662
## PC828 2.966e-04 2.494e-04 1.189 0.235468
## PC829 -3.798e-04 2.453e-04 -1.549 0.122729
## PC830 3.332e-04 2.473e-04 1.347 0.179087
## PC831 -1.416e-04 2.482e-04 -0.570 0.569011
## PC832 -4.427e-05 2.548e-04 -0.174 0.862205
## PC833 2.938e-04 2.523e-04 1.164 0.245380
## PC834 1.173e-04 2.562e-04 0.458 0.647346
## PC835 -1.681e-04 2.690e-04 -0.625 0.532599
## PC836 -1.170e-04 2.567e-04 -0.456 0.649006
## PC837 1.221e-04 2.488e-04 0.491 0.624130
## PC838 3.439e-04 2.446e-04 1.406 0.161001
## PC839 2.624e-04 2.366e-04 1.109 0.268417
## PC840 -2.185e-04 2.636e-04 -0.829 0.407881
## PC841 -3.512e-04 2.597e-04 -1.352 0.177583
## PC842 4.385e-04 2.673e-04 1.641 0.102132
## PC843 1.640e-04 2.438e-04 0.673 0.501832
## PC844 1.639e-04 2.436e-04 0.673 0.501576
## PC845 -1.855e-04 2.663e-04 -0.697 0.486668
## PC846 1.756e-04 2.499e-04 0.702 0.483048
## PC847 -9.710e-06 2.655e-04 -0.037 0.970853
## PC848 3.644e-04 2.543e-04 1.433 0.153121
## PC849 9.788e-05 2.414e-04 0.406 0.685415
## PC850 2.315e-05 2.357e-04 0.098 0.921827
## PC851 -3.840e-04 2.533e-04 -1.516 0.130796
## PC852 1.193e-04 2.527e-04 0.472 0.637452
## PC853 -3.714e-05 2.605e-04 -0.143 0.886720
## PC854 9.139e-05 2.602e-04 0.351 0.725686
## PC855 -1.769e-04 2.686e-04 -0.659 0.510799
## PC856 -1.711e-04 2.334e-04 -0.733 0.464172
## PC857 3.951e-04 2.573e-04 1.535 0.125971
## PC858 -6.828e-04 2.654e-04 -2.573 0.010657 *
## PC859 -6.079e-04 2.565e-04 -2.370 0.018515 *
## PC860 -3.564e-04 2.476e-04 -1.440 0.151231
## PC861 -4.510e-05 2.671e-04 -0.169 0.866039
## PC862 5.898e-04 2.522e-04 2.338 0.020139 *
## PC863 1.187e-04 2.547e-04 0.466 0.641467
## PC864 -2.207e-04 2.530e-04 -0.872 0.383820
## PC865 2.341e-04 2.576e-04 0.909 0.364254
## PC866 2.325e-04 2.718e-04 0.855 0.393130
## PC867 9.839e-05 2.722e-04 0.361 0.718049
## PC868 4.677e-05 2.541e-04 0.184 0.854124
## PC869 -4.630e-04 2.553e-04 -1.813 0.071001 .
## PC870 -1.783e-04 2.442e-04 -0.730 0.465830
## PC871 1.123e-04 2.538e-04 0.443 0.658385
## PC872 2.927e-05 2.577e-04 0.114 0.909661
## PC873 1.139e-04 2.543e-04 0.448 0.654658
## PC874 4.656e-04 2.805e-04 1.660 0.098165 .
## PC875 2.424e-05 2.547e-04 0.095 0.924244
## PC876 -1.732e-05 2.521e-04 -0.069 0.945278
## PC877 2.550e-05 2.596e-04 0.098 0.921838
## PC878 -1.946e-04 2.664e-04 -0.731 0.465723
## PC879 -7.074e-04 2.711e-04 -2.609 0.009606 **
## PC880 2.865e-04 2.515e-04 1.139 0.255721
## PC881 -4.015e-04 2.514e-04 -1.597 0.111481
## PC882 2.012e-04 2.672e-04 0.753 0.452224
## PC883 -1.627e-05 2.454e-04 -0.066 0.947177
## PC884 4.105e-05 2.464e-04 0.167 0.867857
## PC885 4.064e-04 2.584e-04 1.573 0.116976
## PC886 3.834e-04 2.353e-04 1.630 0.104421
## PC887 -1.380e-04 2.552e-04 -0.541 0.589147
## PC888 -9.112e-05 2.584e-04 -0.353 0.724670
## PC889 -2.122e-05 2.455e-04 -0.086 0.931164
## PC890 -6.727e-04 2.485e-04 -2.707 0.007252 **
## PC891 1.419e-04 2.591e-04 0.548 0.584418
## PC892 -1.451e-04 2.529e-04 -0.574 0.566698
## PC893 -1.074e-04 2.582e-04 -0.416 0.677641
## PC894 -3.726e-04 2.381e-04 -1.565 0.118861
## PC895 -4.587e-06 2.517e-04 -0.018 0.985475
## PC896 6.158e-04 2.631e-04 2.340 0.020041 *
## PC897 -1.806e-05 2.541e-04 -0.071 0.943383
## PC898 -2.278e-04 2.534e-04 -0.899 0.369656
## PC899 4.817e-04 2.477e-04 1.945 0.052872 .
## PC900 2.618e-04 2.636e-04 0.993 0.321638
## PC901 5.418e-04 2.439e-04 2.221 0.027233 *
## PC902 -2.945e-05 2.511e-04 -0.117 0.906728
## PC903 4.648e-05 2.559e-04 0.182 0.856029
## PC904 -3.518e-04 2.466e-04 -1.427 0.154874
## PC905 -8.025e-05 2.408e-04 -0.333 0.739195
## PC906 2.683e-04 2.453e-04 1.094 0.274992
## PC907 -5.183e-04 2.515e-04 -2.061 0.040311 *
## PC908 1.930e-04 2.598e-04 0.743 0.458377
## PC909 -3.210e-05 2.793e-04 -0.115 0.908581
## PC910 6.266e-05 2.415e-04 0.259 0.795481
## PC911 -7.425e-06 2.509e-04 -0.030 0.976419
## PC912 -1.453e-05 2.631e-04 -0.055 0.955983
## PC913 -1.688e-04 2.492e-04 -0.678 0.498638
## PC914 -2.863e-04 2.487e-04 -1.151 0.250757
## PC915 -3.951e-04 2.607e-04 -1.516 0.130882
## PC916 4.068e-04 2.518e-04 1.615 0.107494
## PC917 1.167e-04 2.404e-04 0.485 0.627795
## PC918 1.728e-04 2.408e-04 0.717 0.473758
## PC919 4.628e-05 2.238e-04 0.207 0.836344
## PC920 -2.040e-04 2.399e-04 -0.850 0.395868
## PC921 -2.660e-04 2.479e-04 -1.073 0.284352
## PC922 -3.732e-04 2.527e-04 -1.477 0.140932
## PC923 -6.621e-04 2.486e-04 -2.663 0.008238 **
## PC924 -1.120e-04 2.636e-04 -0.425 0.671341
## PC925 6.268e-04 2.532e-04 2.475 0.013959 *
## PC926 -1.510e-05 2.585e-04 -0.058 0.953467
## PC927 6.517e-04 2.570e-04 2.535 0.011829 *
## PC928 1.995e-04 2.563e-04 0.778 0.437076
## PC929 -4.416e-04 2.484e-04 -1.778 0.076664 .
## PC930 2.092e-04 2.617e-04 0.800 0.424727
## PC931 2.128e-04 2.491e-04 0.854 0.393870
## PC932 3.968e-04 2.576e-04 1.540 0.124707
## PC933 -3.338e-04 2.455e-04 -1.360 0.175138
## PC934 1.867e-05 2.609e-04 0.072 0.943018
## PC935 1.890e-04 2.603e-04 0.726 0.468417
## PC936 -3.820e-04 2.542e-04 -1.503 0.134100
## PC937 -8.047e-04 2.633e-04 -3.056 0.002480 **
## PC938 -5.410e-05 2.480e-04 -0.218 0.827513
## PC939 7.743e-06 2.566e-04 0.030 0.975950
## PC940 2.532e-04 2.665e-04 0.950 0.343051
## PC941 2.146e-04 2.721e-04 0.789 0.430983
## PC942 -2.361e-04 2.440e-04 -0.968 0.334160
## PC943 9.620e-04 2.757e-04 3.489 0.000571 ***
## PC944 5.410e-04 2.554e-04 2.118 0.035105 *
## PC945 -3.485e-04 2.514e-04 -1.386 0.166903
## PC946 1.438e-04 2.774e-04 0.518 0.604678
## PC947 -1.793e-04 2.643e-04 -0.678 0.498094
## PC948 -1.079e-04 2.419e-04 -0.446 0.655939
## PC949 -4.864e-04 2.547e-04 -1.910 0.057311 .
## PC950 -3.882e-04 2.512e-04 -1.546 0.123433
## PC951 -6.541e-05 2.554e-04 -0.256 0.798057
## PC952 1.751e-04 2.698e-04 0.649 0.516854
## PC953 2.597e-04 2.629e-04 0.988 0.324202
## PC954 -6.189e-06 2.751e-04 -0.023 0.982066
## PC955 -4.915e-04 2.546e-04 -1.930 0.054661 .
## PC956 3.566e-04 2.640e-04 1.350 0.178076
## PC957 -6.027e-05 2.473e-04 -0.244 0.807659
## PC958 4.849e-05 2.475e-04 0.196 0.844825
## PC959 -2.419e-05 2.649e-04 -0.091 0.927306
## PC960 3.697e-04 2.592e-04 1.426 0.155057
## PC961 -3.898e-04 2.717e-04 -1.435 0.152629
## PC962 5.053e-05 2.618e-04 0.193 0.847076
## PC963 -5.748e-04 2.552e-04 -2.252 0.025168 *
## PC964 3.070e-06 2.673e-04 0.011 0.990845
## PC965 2.570e-04 2.466e-04 1.042 0.298197
## PC966 -4.318e-04 2.713e-04 -1.591 0.112745
## PC967 1.943e-04 2.490e-04 0.780 0.435919
## PC968 3.115e-06 2.633e-04 0.012 0.990567
## PC969 -1.319e-04 2.475e-04 -0.533 0.594576
## PC970 2.850e-05 2.700e-04 0.106 0.916026
## PC971 3.483e-05 2.623e-04 0.133 0.894475
## PC972 1.835e-04 2.420e-04 0.758 0.448909
## PC973 3.148e-04 2.707e-04 1.163 0.245947
## PC974 3.243e-04 2.439e-04 1.330 0.184866
## PC975 -8.463e-05 2.801e-04 -0.302 0.762789
## PC976 -3.938e-04 2.523e-04 -1.561 0.119793
## PC977 -2.176e-04 2.549e-04 -0.854 0.394087
## PC978 7.006e-05 2.594e-04 0.270 0.787302
## PC979 -3.095e-04 2.564e-04 -1.207 0.228584
## PC980 5.672e-04 2.709e-04 2.094 0.037296 *
## PC981 2.786e-04 2.674e-04 1.042 0.298491
## PC982 1.483e-04 2.587e-04 0.573 0.567005
## PC983 -2.442e-04 2.532e-04 -0.964 0.335715
## PC984 -2.325e-04 2.776e-04 -0.838 0.403032
## PC985 -3.271e-05 2.534e-04 -0.129 0.897378
## PC986 -3.404e-04 2.655e-04 -1.282 0.200912
## PC987 1.079e-04 2.697e-04 0.400 0.689565
## PC988 -3.553e-04 2.601e-04 -1.366 0.173080
## PC989 6.146e-04 2.699e-04 2.277 0.023626 *
## PC990 -3.903e-04 2.671e-04 -1.461 0.145210
## PC991 -5.681e-05 2.639e-04 -0.215 0.829714
## PC992 7.216e-04 2.506e-04 2.880 0.004317 **
## PC993 1.179e-04 2.644e-04 0.446 0.656095
## PC994 3.120e-04 2.659e-04 1.173 0.241754
## PC995 -3.775e-04 2.546e-04 -1.483 0.139360
## PC996 -2.542e-05 2.441e-04 -0.104 0.917152
## PC997 7.802e-04 2.704e-04 2.885 0.004244 **
## PC998 -2.089e-04 2.712e-04 -0.770 0.441914
## PC999 6.453e-05 2.730e-04 0.236 0.813329
## PC1000 3.284e-06 2.801e-04 0.012 0.990653
## PC1001 -8.403e-05 2.697e-04 -0.312 0.755640
## PC1002 -8.507e-04 2.655e-04 -3.204 0.001529 **
## PC1003 -1.646e-04 2.478e-04 -0.664 0.507036
## PC1004 -6.498e-04 2.481e-04 -2.620 0.009332 **
## PC1005 -3.005e-04 2.670e-04 -1.126 0.261304
## PC1006 -4.780e-05 2.525e-04 -0.189 0.850020
## PC1007 -6.719e-05 2.556e-04 -0.263 0.792857
## PC1008 1.103e-04 2.492e-04 0.443 0.658335
## PC1009 -6.715e-04 2.580e-04 -2.603 0.009782 **
## PC1010 5.462e-04 2.580e-04 2.118 0.035186 *
## PC1011 2.462e-05 2.262e-04 0.109 0.913411
## PC1012 1.835e-04 2.793e-04 0.657 0.511898
## PC1013 1.314e-04 2.385e-04 0.551 0.582121
## PC1014 -1.559e-04 2.589e-04 -0.602 0.547681
## PC1015 1.807e-04 2.714e-04 0.666 0.506291
## PC1016 -5.278e-04 2.792e-04 -1.890 0.059868 .
## PC1017 -1.204e-04 2.610e-04 -0.461 0.644990
## PC1018 -4.095e-04 2.456e-04 -1.667 0.096716 .
## PC1019 4.021e-04 2.454e-04 1.638 0.102622
## PC1020 1.339e-04 2.680e-04 0.500 0.617818
## PC1021 1.915e-04 2.410e-04 0.795 0.427560
## PC1022 -3.581e-04 2.656e-04 -1.348 0.178794
## PC1023 -5.467e-05 2.479e-04 -0.221 0.825638
## PC1024 -9.439e-06 2.457e-04 -0.038 0.969390
## PC1025 9.344e-06 2.535e-04 0.037 0.970628
## PC1026 -2.260e-04 2.573e-04 -0.878 0.380706
## PC1027 9.571e-04 2.633e-04 3.636 0.000335 ***
## PC1028 1.403e-04 2.335e-04 0.601 0.548476
## PC1029 3.244e-04 2.725e-04 1.191 0.234943
## PC1030 9.953e-05 2.797e-04 0.356 0.722253
## PC1031 1.643e-04 2.552e-04 0.644 0.520090
## PC1032 -1.960e-04 2.719e-04 -0.721 0.471743
## PC1033 -1.755e-04 2.468e-04 -0.711 0.477754
## PC1034 1.870e-04 2.563e-04 0.730 0.466303
## PC1035 -1.280e-04 2.545e-04 -0.503 0.615462
## PC1036 4.009e-05 2.526e-04 0.159 0.874047
## PC1037 -4.067e-04 2.612e-04 -1.557 0.120679
## PC1038 -4.149e-04 2.718e-04 -1.527 0.128083
## PC1039 1.792e-04 2.488e-04 0.720 0.472027
## PC1040 -3.394e-04 2.679e-04 -1.267 0.206306
## PC1041 -1.999e-04 2.404e-04 -0.831 0.406532
## PC1042 -1.761e-04 2.441e-04 -0.722 0.471232
## PC1043 -2.915e-05 2.549e-04 -0.114 0.909041
## PC1044 -9.305e-05 2.587e-04 -0.360 0.719373
## PC1045 6.249e-04 2.446e-04 2.555 0.011196 *
## PC1046 -1.323e-04 2.489e-04 -0.531 0.595537
## PC1047 1.762e-04 2.757e-04 0.639 0.523451
## PC1048 5.222e-04 2.734e-04 1.910 0.057294 .
## PC1049 -3.973e-05 2.539e-04 -0.156 0.875787
## PC1050 3.355e-05 2.659e-04 0.126 0.899707
## PC1051 -9.540e-05 2.499e-04 -0.382 0.702920
## PC1052 1.155e-04 2.604e-04 0.444 0.657747
## PC1053 -1.643e-04 2.719e-04 -0.604 0.546137
## PC1054 4.670e-05 2.483e-04 0.188 0.850957
## PC1055 2.882e-04 2.478e-04 1.163 0.245981
## PC1056 -2.298e-04 2.460e-04 -0.934 0.351086
## PC1057 1.704e-04 2.465e-04 0.691 0.490109
## PC1058 -3.021e-04 2.544e-04 -1.188 0.236105
## PC1059 -2.383e-04 2.530e-04 -0.942 0.347234
## PC1060 -5.130e-04 2.741e-04 -1.872 0.062388 .
## PC1061 8.754e-05 2.711e-04 0.323 0.747008
## PC1062 -6.239e-05 2.526e-04 -0.247 0.805073
## PC1063 1.105e-04 2.442e-04 0.453 0.651245
## PC1064 -3.724e-04 2.557e-04 -1.456 0.146580
## PC1065 1.779e-04 2.542e-04 0.700 0.484731
## PC1066 2.561e-04 2.466e-04 1.039 0.299959
## PC1067 -2.471e-04 2.607e-04 -0.948 0.344137
## PC1068 8.560e-05 2.593e-04 0.330 0.741619
## PC1069 -4.012e-04 2.650e-04 -1.514 0.131372
## PC1070 4.668e-05 2.470e-04 0.189 0.850267
## PC1071 4.092e-04 2.388e-04 1.714 0.087810 .
## PC1072 -4.897e-04 2.722e-04 -1.799 0.073227 .
## PC1073 6.966e-04 2.645e-04 2.634 0.008960 **
## PC1074 6.972e-04 2.597e-04 2.684 0.007749 **
## PC1075 4.610e-04 2.607e-04 1.768 0.078255 .
## PC1076 4.495e-04 2.590e-04 1.736 0.083851 .
## PC1077 -3.334e-04 2.493e-04 -1.338 0.182176
## PC1078 6.619e-04 2.704e-04 2.448 0.015040 *
## PC1079 -2.689e-04 2.677e-04 -1.004 0.316108
## PC1080 5.496e-05 2.554e-04 0.215 0.829778
## PC1081 -1.271e-04 2.529e-04 -0.502 0.615774
## PC1082 4.146e-04 2.713e-04 1.528 0.127788
## PC1083 -2.901e-04 2.590e-04 -1.120 0.263875
## PC1084 -2.484e-04 2.498e-04 -0.994 0.321077
## PC1085 5.367e-04 2.612e-04 2.054 0.040967 *
## PC1086 -3.025e-04 2.523e-04 -1.199 0.231652
## PC1087 7.364e-05 2.688e-04 0.274 0.784327
## PC1088 1.010e-04 2.455e-04 0.411 0.681121
## PC1089 2.209e-04 2.816e-04 0.785 0.433460
## PC1090 -3.772e-04 2.591e-04 -1.456 0.146681
## PC1091 -2.950e-04 2.610e-04 -1.130 0.259481
## PC1092 2.872e-04 2.435e-04 1.180 0.239240
## PC1093 -2.080e-04 2.428e-04 -0.857 0.392339
## PC1094 2.590e-04 2.539e-04 1.020 0.308643
## PC1095 -5.138e-06 2.620e-04 -0.020 0.984368
## PC1096 1.651e-04 2.708e-04 0.610 0.542623
## PC1097 2.140e-04 2.633e-04 0.813 0.417093
## PC1098 4.881e-04 2.651e-04 1.841 0.066791 .
## PC1099 3.029e-04 2.759e-04 1.098 0.273294
## PC1100 7.515e-05 2.490e-04 0.302 0.763006
## PC1101 -1.679e-04 2.481e-04 -0.677 0.499266
## PC1102 -5.479e-05 2.445e-04 -0.224 0.822882
## PC1103 4.530e-04 2.590e-04 1.749 0.081489 .
## PC1104 2.688e-05 2.887e-04 0.093 0.925892
## PC1105 2.070e-04 2.666e-04 0.776 0.438238
## PC1106 -1.992e-04 2.676e-04 -0.744 0.457478
## PC1107 -4.938e-04 2.487e-04 -1.986 0.048160 *
## PC1108 7.697e-05 2.450e-04 0.314 0.753624
## PC1109 -2.736e-04 2.614e-04 -1.046 0.296344
## PC1110 -2.578e-04 2.586e-04 -0.997 0.319655
## PC1111 -5.562e-04 2.603e-04 -2.136 0.033609 *
## PC1112 5.504e-04 2.709e-04 2.031 0.043256 *
## PC1113 -2.609e-05 2.606e-04 -0.100 0.920338
## PC1114 -4.402e-04 2.594e-04 -1.697 0.090960 .
## PC1115 4.639e-04 2.484e-04 1.868 0.062931 .
## PC1116 2.424e-05 2.598e-04 0.093 0.925730
## PC1117 1.129e-04 2.605e-04 0.433 0.665106
## PC1118 -1.485e-04 2.660e-04 -0.558 0.577201
## PC1119 -1.576e-04 2.716e-04 -0.580 0.562221
## PC1120 -1.248e-04 2.617e-04 -0.477 0.633843
## PC1121 4.639e-04 2.428e-04 1.910 0.057227 .
## PC1122 -2.987e-04 2.421e-04 -1.234 0.218366
## PC1123 -6.683e-05 2.670e-04 -0.250 0.802537
## PC1124 1.755e-04 2.606e-04 0.673 0.501365
## PC1125 2.416e-04 2.579e-04 0.937 0.349677
## PC1126 -2.545e-04 2.759e-04 -0.922 0.357206
## PC1127 -5.816e-04 2.710e-04 -2.146 0.032807 *
## PC1128 6.151e-05 2.377e-04 0.259 0.796019
## PC1129 1.164e-04 2.650e-04 0.439 0.660820
## PC1130 -1.597e-04 2.570e-04 -0.621 0.534904
## PC1131 4.507e-04 2.574e-04 1.751 0.081147 .
## PC1132 2.083e-04 2.564e-04 0.812 0.417324
## PC1133 1.265e-04 2.836e-04 0.446 0.655991
## PC1134 -2.651e-04 2.398e-04 -1.106 0.269953
## PC1135 5.574e-04 2.767e-04 2.014 0.045054 *
## PC1136 8.878e-06 2.612e-04 0.034 0.972913
## PC1137 1.308e-04 2.590e-04 0.505 0.613859
## PC1138 3.772e-04 2.806e-04 1.344 0.180052
## PC1139 -3.350e-04 2.703e-04 -1.239 0.216400
## PC1140 -5.582e-06 2.472e-04 -0.023 0.982000
## PC1141 -1.180e-03 2.530e-04 -4.665 4.99e-06 ***
## PC1142 3.647e-04 2.601e-04 1.402 0.162037
## PC1143 2.642e-04 2.561e-04 1.031 0.303311
## PC1144 -2.905e-04 2.559e-04 -1.135 0.257447
## PC1145 -4.629e-04 2.646e-04 -1.749 0.081509 .
## PC1146 -2.105e-04 2.435e-04 -0.864 0.388257
## PC1147 4.020e-04 2.364e-04 1.700 0.090276 .
## PC1148 -1.574e-04 2.501e-04 -0.630 0.529559
## PC1149 -8.082e-05 2.583e-04 -0.313 0.754624
## PC1150 3.855e-04 2.514e-04 1.534 0.126370
## PC1151 2.819e-04 2.641e-04 1.067 0.286789
## PC1152 -2.965e-04 2.499e-04 -1.187 0.236528
## PC1153 -1.938e-04 2.601e-04 -0.745 0.456901
## PC1154 2.720e-04 2.575e-04 1.056 0.291886
## PC1155 -2.263e-04 2.536e-04 -0.892 0.373007
## PC1156 -6.780e-06 2.693e-04 -0.025 0.979930
## PC1157 1.808e-04 2.670e-04 0.677 0.498974
## PC1158 1.419e-04 2.697e-04 0.526 0.599349
## PC1159 -2.453e-04 2.695e-04 -0.910 0.363516
## PC1160 -4.575e-04 2.691e-04 -1.701 0.090245 .
## PC1161 2.529e-04 2.686e-04 0.942 0.347287
## PC1162 6.206e-04 2.608e-04 2.380 0.018061 *
## PC1163 -3.084e-04 2.432e-04 -1.268 0.205935
## PC1164 -3.744e-04 2.521e-04 -1.485 0.138673
## PC1165 1.152e-04 2.586e-04 0.445 0.656461
## PC1166 2.610e-04 2.758e-04 0.947 0.344746
## PC1167 7.480e-04 2.831e-04 2.642 0.008747 **
## PC1168 1.395e-04 2.618e-04 0.533 0.594732
## PC1169 5.442e-04 2.548e-04 2.136 0.033645 *
## PC1170 -4.059e-04 2.831e-04 -1.434 0.152934
## PC1171 6.082e-04 2.607e-04 2.333 0.020432 *
## PC1172 -1.311e-04 2.598e-04 -0.505 0.614341
## PC1173 2.057e-04 2.596e-04 0.792 0.428824
## PC1174 -3.339e-04 2.780e-04 -1.201 0.230840
## PC1175 2.327e-04 2.653e-04 0.877 0.381142
## PC1176 4.009e-04 2.484e-04 1.614 0.107723
## PC1177 6.005e-04 2.511e-04 2.392 0.017508 *
## PC1178 -4.884e-04 2.446e-04 -1.997 0.046874 *
## PC1179 1.203e-04 2.912e-04 0.413 0.679926
## PC1180 2.845e-05 2.703e-04 0.105 0.916258
## PC1181 -2.502e-04 2.492e-04 -1.004 0.316337
## PC1182 -4.134e-04 2.558e-04 -1.616 0.107302
## PC1183 -2.802e-04 2.889e-04 -0.970 0.332943
## PC1184 1.297e-04 2.543e-04 0.510 0.610363
## PC1185 5.621e-04 2.610e-04 2.154 0.032201 *
## PC1186 2.132e-05 2.718e-04 0.078 0.937529
## PC1187 -2.640e-04 2.697e-04 -0.979 0.328675
## PC1188 -3.201e-05 2.571e-04 -0.124 0.901029
## PC1189 5.191e-04 2.764e-04 1.878 0.061534 .
## PC1190 -3.429e-04 2.534e-04 -1.353 0.177305
## PC1191 -1.046e-04 2.492e-04 -0.420 0.675045
## PC1192 -1.094e-04 2.668e-04 -0.410 0.681973
## PC1193 4.786e-04 2.631e-04 1.819 0.070071 .
## PC1194 -3.370e-04 2.626e-04 -1.283 0.200586
## PC1195 5.152e-04 2.474e-04 2.083 0.038281 *
## PC1196 -1.307e-04 2.683e-04 -0.487 0.626479
## PC1197 4.201e-04 2.414e-04 1.740 0.083070 .
## PC1198 -3.370e-05 2.598e-04 -0.130 0.896890
## PC1199 -2.353e-04 2.705e-04 -0.870 0.385366
## PC1200 -2.136e-04 2.615e-04 -0.817 0.414839
## PC1201 4.454e-04 2.541e-04 1.753 0.080799 .
## PC1202 -2.648e-04 2.395e-04 -1.106 0.269866
## PC1203 -1.500e-04 2.762e-04 -0.543 0.587654
## PC1204 -3.142e-04 2.593e-04 -1.212 0.226828
## PC1205 -4.583e-05 2.680e-04 -0.171 0.864343
## PC1206 -3.074e-04 2.687e-04 -1.144 0.253808
## PC1207 -2.488e-04 2.582e-04 -0.964 0.336207
## PC1208 -3.885e-05 2.689e-04 -0.145 0.885216
## PC1209 -2.148e-04 2.641e-04 -0.813 0.416915
## PC1210 -3.486e-04 2.926e-04 -1.191 0.234719
## PC1211 -1.080e-06 2.606e-04 -0.004 0.996697
## PC1212 -2.529e-04 2.445e-04 -1.034 0.301950
## PC1213 -1.342e-04 2.784e-04 -0.482 0.630119
## PC1214 3.288e-04 2.776e-04 1.185 0.237315
## PC1215 6.463e-04 2.586e-04 2.499 0.013098 *
## PC1216 -1.749e-04 2.736e-04 -0.639 0.523204
## PC1217 -3.031e-04 2.798e-04 -1.083 0.279670
## PC1218 8.639e-05 2.564e-04 0.337 0.736471
## PC1219 -7.675e-04 2.810e-04 -2.731 0.006750 **
## PC1220 4.694e-05 2.638e-04 0.178 0.858921
## PC1221 -9.543e-06 2.629e-04 -0.036 0.971070
## PC1222 -2.175e-04 2.793e-04 -0.779 0.436852
## PC1223 4.685e-04 2.813e-04 1.665 0.097132 .
## PC1224 -3.415e-04 2.840e-04 -1.202 0.230373
## PC1225 6.546e-05 2.866e-04 0.228 0.819521
## PC1226 2.994e-04 2.792e-04 1.072 0.284702
## PC1227 1.837e-05 2.617e-04 0.070 0.944105
## PC1228 3.052e-04 2.641e-04 1.156 0.248967
## PC1229 -2.950e-04 2.494e-04 -1.183 0.238011
## PC1230 -3.589e-04 2.737e-04 -1.312 0.190870
## PC1231 -2.233e-04 2.638e-04 -0.846 0.398185
## PC1232 1.661e-04 2.591e-04 0.641 0.521998
## PC1233 -5.181e-05 2.793e-04 -0.185 0.853007
## PC1234 1.528e-04 2.595e-04 0.589 0.556502
## PC1235 -4.276e-04 2.574e-04 -1.661 0.097912 .
## PC1236 8.970e-04 2.818e-04 3.184 0.001636 **
## PC1237 6.634e-05 2.516e-04 0.264 0.792195
## PC1238 -3.305e-04 2.498e-04 -1.323 0.186961
## PC1239 -4.220e-04 2.616e-04 -1.613 0.107959
## PC1240 1.767e-04 2.645e-04 0.668 0.504827
## PC1241 -7.284e-05 2.549e-04 -0.286 0.775299
## PC1242 1.175e-04 2.543e-04 0.462 0.644364
## PC1243 -2.782e-04 2.678e-04 -1.039 0.299864
## PC1244 -3.780e-04 2.554e-04 -1.480 0.140067
## PC1245 -6.974e-04 2.625e-04 -2.656 0.008396 **
## PC1246 2.695e-04 2.750e-04 0.980 0.328008
## PC1247 -8.949e-05 2.730e-04 -0.328 0.743375
## PC1248 3.665e-04 2.530e-04 1.449 0.148623
## PC1249 4.416e-04 2.793e-04 1.581 0.115181
## PC1250 2.557e-04 2.653e-04 0.964 0.335947
## PC1251 1.309e-04 2.711e-04 0.483 0.629735
## PC1252 -2.082e-04 2.646e-04 -0.787 0.432190
## PC1253 2.085e-05 2.462e-04 0.085 0.932563
## PC1254 -2.036e-04 2.629e-04 -0.774 0.439358
## PC1255 -1.938e-04 2.586e-04 -0.749 0.454416
## PC1256 -1.547e-04 2.465e-04 -0.628 0.530716
## PC1257 2.198e-04 2.625e-04 0.837 0.403207
## PC1258 -1.209e-04 2.531e-04 -0.478 0.633380
## PC1259 2.744e-05 2.587e-04 0.106 0.915593
## PC1260 3.026e-04 2.742e-04 1.104 0.270809
## PC1261 3.904e-04 2.770e-04 1.409 0.159925
## PC1262 -8.908e-05 2.698e-04 -0.330 0.741509
## PC1263 1.751e-04 2.751e-04 0.637 0.524977
## PC1264 -8.369e-05 2.649e-04 -0.316 0.752298
## PC1265 -8.929e-05 2.703e-04 -0.330 0.741454
## PC1266 1.284e-04 2.591e-04 0.496 0.620645
## PC1267 2.831e-04 2.726e-04 1.039 0.299999
## PC1268 -4.008e-04 2.678e-04 -1.496 0.135787
## PC1269 -1.927e-04 2.692e-04 -0.716 0.474797
## PC1270 -1.967e-04 2.579e-04 -0.763 0.446465
## PC1271 -6.210e-04 2.697e-04 -2.302 0.022124 *
## PC1272 -1.433e-05 2.667e-04 -0.054 0.957198
## PC1273 5.116e-04 2.502e-04 2.045 0.041925 *
## PC1274 -1.226e-04 2.816e-04 -0.435 0.663626
## PC1275 -5.562e-04 2.817e-04 -1.974 0.049429 *
## PC1276 2.094e-04 2.792e-04 0.750 0.454028
## PC1277 3.063e-04 2.524e-04 1.213 0.226128
## PC1278 3.118e-04 2.609e-04 1.195 0.233165
## PC1279 4.989e-05 2.472e-04 0.202 0.840216
## PC1280 -1.275e-04 2.572e-04 -0.496 0.620634
## PC1281 2.054e-04 2.681e-04 0.766 0.444425
## PC1282 3.196e-04 2.441e-04 1.309 0.191731
## PC1283 2.213e-04 2.655e-04 0.834 0.405243
## PC1284 -3.200e-04 2.636e-04 -1.214 0.225836
## PC1285 -3.467e-04 2.549e-04 -1.360 0.175077
## PC1286 -1.232e-04 2.888e-04 -0.426 0.670170
## PC1287 2.496e-04 2.579e-04 0.968 0.334173
## PC1288 -3.706e-04 2.863e-04 -1.294 0.196722
## PC1289 6.899e-04 2.486e-04 2.775 0.005936 **
## PC1290 1.109e-04 2.610e-04 0.425 0.671295
## PC1291 -8.390e-04 2.553e-04 -3.286 0.001161 **
## PC1292 4.639e-04 2.749e-04 1.688 0.092731 .
## PC1293 -1.491e-04 2.500e-04 -0.596 0.551399
## PC1294 6.317e-05 2.660e-04 0.237 0.812494
## PC1295 4.197e-04 2.563e-04 1.637 0.102800
## PC1296 -2.528e-05 2.701e-04 -0.094 0.925502
## PC1297 -2.189e-05 2.659e-04 -0.082 0.934444
## PC1298 1.401e-04 2.497e-04 0.561 0.575186
## PC1299 -2.948e-04 2.809e-04 -1.050 0.294908
## PC1300 -3.701e-04 2.830e-04 -1.308 0.192122
## PC1301 -4.629e-04 2.591e-04 -1.787 0.075192 .
## PC1302 1.779e-04 2.658e-04 0.669 0.503955
## PC1303 -2.393e-04 2.652e-04 -0.902 0.367696
## PC1304 -2.699e-05 2.890e-04 -0.093 0.925667
## PC1305 -1.465e-04 2.651e-04 -0.553 0.580974
## PC1306 5.424e-05 2.669e-04 0.203 0.839113
## PC1307 2.585e-04 2.613e-04 0.989 0.323540
## PC1308 -3.914e-04 2.579e-04 -1.517 0.130448
## PC1309 1.056e-04 2.438e-04 0.433 0.665367
## PC1310 -3.635e-05 2.785e-04 -0.131 0.896272
## PC1311 5.438e-04 2.794e-04 1.946 0.052750 .
## PC1312 2.163e-04 2.655e-04 0.815 0.415969
## PC1313 -4.860e-05 2.565e-04 -0.189 0.849879
## PC1314 -1.520e-04 2.771e-04 -0.548 0.583959
## PC1315 9.547e-05 2.775e-04 0.344 0.731080
## PC1316 5.267e-04 2.784e-04 1.892 0.059653 .
## PC1317 -1.222e-05 2.688e-04 -0.045 0.963776
## PC1318 5.495e-04 2.542e-04 2.162 0.031575 *
## PC1319 5.425e-04 2.682e-04 2.023 0.044172 *
## PC1320 -6.432e-05 2.543e-04 -0.253 0.800493
## PC1321 1.481e-04 2.553e-04 0.580 0.562287
## PC1322 -1.144e-04 2.901e-04 -0.394 0.693804
## PC1323 -3.916e-04 2.558e-04 -1.531 0.127041
## PC1324 2.452e-04 2.575e-04 0.952 0.341847
## PC1325 -9.696e-05 2.500e-04 -0.388 0.698477
## PC1326 2.948e-06 2.667e-04 0.011 0.991187
## PC1327 -2.495e-04 2.444e-04 -1.021 0.308226
## PC1328 1.853e-04 2.761e-04 0.671 0.502848
## PC1329 -4.653e-05 2.660e-04 -0.175 0.861282
## PC1330 3.545e-05 2.463e-04 0.144 0.885664
## PC1331 1.126e-05 2.701e-04 0.042 0.966788
## PC1332 4.482e-05 2.603e-04 0.172 0.863413
## PC1333 2.712e-04 2.521e-04 1.076 0.283042
## PC1334 -3.242e-04 2.531e-04 -1.281 0.201394
## PC1335 1.174e-04 2.659e-04 0.442 0.659127
## PC1336 -4.800e-04 2.564e-04 -1.872 0.062376 .
## PC1337 1.385e-04 2.579e-04 0.537 0.591734
## PC1338 -7.427e-04 2.664e-04 -2.788 0.005699 **
## PC1339 -6.352e-04 2.672e-04 -2.378 0.018163 *
## PC1340 5.054e-04 2.716e-04 1.861 0.063908 .
## PC1341 -9.159e-05 2.737e-04 -0.335 0.738149
## PC1342 -1.007e-04 2.620e-04 -0.384 0.701108
## PC1343 -1.987e-04 2.546e-04 -0.780 0.435911
## PC1344 3.010e-04 2.678e-04 1.124 0.262050
## PC1345 3.499e-04 2.679e-04 1.306 0.192627
## PC1346 2.195e-05 2.647e-04 0.083 0.933983
## PC1347 2.063e-04 2.846e-04 0.725 0.469147
## PC1348 -2.558e-04 2.673e-04 -0.957 0.339571
## PC1349 1.083e-04 2.717e-04 0.398 0.690607
## PC1350 2.722e-04 2.509e-04 1.085 0.278894
## PC1351 2.100e-04 2.578e-04 0.815 0.415982
## PC1352 2.162e-04 2.700e-04 0.801 0.424119
## PC1353 2.919e-04 2.628e-04 1.111 0.267742
## PC1354 -2.995e-04 2.794e-04 -1.072 0.284823
## PC1355 -5.212e-04 2.653e-04 -1.964 0.050588 .
## PC1356 -2.836e-04 2.563e-04 -1.107 0.269528
## PC1357 -6.886e-04 2.555e-04 -2.695 0.007500 **
## PC1358 6.498e-04 2.745e-04 2.367 0.018671 *
## PC1359 -2.228e-04 2.646e-04 -0.842 0.400610
## PC1360 -2.921e-04 2.588e-04 -1.129 0.260025
## PC1361 -8.971e-05 2.633e-04 -0.341 0.733616
## PC1362 7.113e-05 2.476e-04 0.287 0.774092
## PC1363 -1.469e-04 2.718e-04 -0.540 0.589521
## PC1364 5.534e-04 2.721e-04 2.034 0.043028 *
## PC1365 -1.866e-04 2.547e-04 -0.733 0.464363
## PC1366 1.096e-04 2.779e-04 0.394 0.693562
## PC1367 8.159e-05 2.835e-04 0.288 0.773770
## PC1368 -1.040e-04 2.719e-04 -0.383 0.702338
## PC1369 -6.245e-05 2.815e-04 -0.222 0.824626
## PC1370 -7.974e-05 2.369e-04 -0.337 0.736676
## PC1371 -4.055e-04 2.780e-04 -1.459 0.145892
## PC1372 -3.292e-04 2.659e-04 -1.238 0.216900
## PC1373 -4.021e-05 2.599e-04 -0.155 0.877161
## PC1374 2.112e-04 2.594e-04 0.814 0.416162
## PC1375 -2.677e-05 2.523e-04 -0.106 0.915579
## PC1376 -9.164e-05 2.802e-04 -0.327 0.743910
## PC1377 -7.249e-05 2.541e-04 -0.285 0.775613
## PC1378 5.908e-04 2.680e-04 2.205 0.028371 *
## PC1379 2.975e-04 2.846e-04 1.045 0.296791
## PC1380 1.012e-04 2.742e-04 0.369 0.712501
## PC1381 2.447e-04 2.585e-04 0.947 0.344693
## PC1382 -8.553e-04 2.692e-04 -3.177 0.001673 **
## PC1383 -2.511e-04 2.656e-04 -0.945 0.345394
## PC1384 8.556e-05 2.785e-04 0.307 0.758943
## PC1385 -2.553e-04 2.745e-04 -0.930 0.353234
## PC1386 2.146e-04 2.691e-04 0.797 0.425939
## PC1387 4.018e-04 2.765e-04 1.453 0.147391
## PC1388 -3.447e-04 2.678e-04 -1.287 0.199143
## PC1389 -6.401e-04 2.679e-04 -2.389 0.017618 *
## PC1390 2.689e-04 2.653e-04 1.014 0.311707
## PC1391 -5.532e-04 2.552e-04 -2.167 0.031128 *
## PC1392 -4.259e-04 2.714e-04 -1.569 0.117815
## PC1393 -3.647e-04 2.589e-04 -1.409 0.160169
## PC1394 -7.138e-05 2.630e-04 -0.271 0.786274
## PC1395 -6.551e-04 2.780e-04 -2.357 0.019197 *
## PC1396 5.652e-05 2.666e-04 0.212 0.832278
## PC1397 -1.992e-04 2.724e-04 -0.731 0.465422
## PC1398 -3.287e-04 2.696e-04 -1.219 0.223839
## PC1399 -4.925e-05 2.409e-04 -0.204 0.838194
## PC1400 -2.037e-04 2.653e-04 -0.768 0.443197
## PC1401 -8.348e-05 2.756e-04 -0.303 0.762222
## PC1402 -2.009e-04 2.569e-04 -0.782 0.434965
## PC1403 4.381e-04 2.720e-04 1.611 0.108452
## PC1404 3.684e-04 2.600e-04 1.417 0.157743
## PC1405 -1.926e-04 2.751e-04 -0.700 0.484390
## PC1406 3.142e-04 2.537e-04 1.238 0.216769
## PC1407 2.190e-04 2.592e-04 0.845 0.399095
## PC1408 3.003e-04 2.888e-04 1.040 0.299421
## PC1409 -2.408e-04 2.828e-04 -0.851 0.395333
## PC1410 2.090e-04 2.626e-04 0.796 0.426899
## PC1411 -1.991e-04 2.936e-04 -0.678 0.498218
## PC1412 1.046e-04 2.586e-04 0.404 0.686299
## PC1413 -5.628e-04 2.697e-04 -2.086 0.037938 *
## PC1414 2.715e-04 2.655e-04 1.022 0.307520
## PC1415 2.177e-05 2.810e-04 0.077 0.938313
## PC1416 -3.849e-04 2.620e-04 -1.469 0.143106
## PC1417 4.474e-04 2.601e-04 1.720 0.086623 .
## PC1418 -3.363e-05 2.770e-04 -0.121 0.903461
## PC1419 4.504e-05 2.602e-04 0.173 0.862731
## PC1420 -6.372e-04 2.538e-04 -2.511 0.012668 *
## PC1421 1.576e-05 2.650e-04 0.059 0.952616
## PC1422 -3.010e-04 2.664e-04 -1.130 0.259716
## PC1423 -3.308e-04 2.983e-04 -1.109 0.268560
## PC1424 -3.662e-04 2.780e-04 -1.317 0.188896
## PC1425 2.480e-04 2.665e-04 0.930 0.353058
## PC1426 2.199e-04 2.661e-04 0.827 0.409273
## PC1427 5.365e-04 2.548e-04 2.105 0.036249 *
## PC1428 -3.887e-04 2.688e-04 -1.446 0.149418
## PC1429 -3.106e-04 2.768e-04 -1.122 0.262877
## PC1430 -1.511e-04 2.645e-04 -0.571 0.568277
## PC1431 5.091e-06 2.601e-04 0.020 0.984399
## PC1432 -5.309e-04 2.828e-04 -1.877 0.061642 .
## PC1433 -8.054e-05 2.547e-04 -0.316 0.752117
## PC1434 -5.789e-04 2.733e-04 -2.118 0.035110 *
## PC1435 1.602e-04 2.761e-04 0.580 0.562421
## PC1436 2.614e-04 2.648e-04 0.987 0.324528
## PC1437 -6.454e-04 2.559e-04 -2.522 0.012272 *
## PC1438 9.467e-05 2.721e-04 0.348 0.728215
## PC1439 -8.195e-05 2.691e-04 -0.305 0.760946
## PC1440 -1.140e-04 2.872e-04 -0.397 0.691621
## PC1441 -6.236e-04 2.724e-04 -2.289 0.022903 *
## PC1442 -1.212e-04 2.453e-04 -0.494 0.621792
## PC1443 1.195e-04 2.600e-04 0.460 0.646020
## PC1444 -2.443e-04 2.832e-04 -0.863 0.389175
## PC1445 -5.291e-04 2.723e-04 -1.943 0.053064 .
## PC1446 -4.022e-05 2.549e-04 -0.158 0.874746
## PC1447 1.417e-04 2.807e-04 0.505 0.614238
## PC1448 8.978e-04 2.719e-04 3.302 0.001098 **
## PC1449 3.043e-05 2.582e-04 0.118 0.906270
## PC1450 -1.246e-04 2.801e-04 -0.445 0.656926
## PC1451 -8.075e-04 2.828e-04 -2.855 0.004661 **
## PC1452 -2.068e-04 2.762e-04 -0.749 0.454717
## PC1453 3.682e-04 2.753e-04 1.337 0.182349
## PC1454 -5.354e-04 2.838e-04 -1.887 0.060358 .
## PC1455 -1.778e-04 2.768e-04 -0.642 0.521315
## PC1456 1.330e-04 2.562e-04 0.519 0.604147
## PC1457 -3.636e-04 2.632e-04 -1.382 0.168334
## PC1458 -2.829e-04 2.735e-04 -1.034 0.301977
## PC1459 -4.882e-05 2.791e-04 -0.175 0.861298
## PC1460 -2.171e-04 2.824e-04 -0.769 0.442789
## PC1461 -1.298e-04 2.708e-04 -0.479 0.632113
## PC1462 -5.908e-04 2.671e-04 -2.212 0.027882 *
## PC1463 4.299e-04 2.804e-04 1.533 0.126522
## PC1464 1.028e-04 2.656e-04 0.387 0.698968
## PC1465 -4.301e-04 2.578e-04 -1.668 0.096470 .
## PC1466 3.905e-04 2.651e-04 1.473 0.141863
## PC1467 -5.321e-04 2.629e-04 -2.024 0.043998 *
## PC1468 1.128e-04 2.823e-04 0.400 0.689815
## PC1469 -1.905e-05 2.651e-04 -0.072 0.942784
## PC1470 -1.700e-04 2.490e-04 -0.683 0.495329
## PC1471 -3.086e-04 2.580e-04 -1.196 0.232839
## PC1472 -5.027e-05 2.892e-04 -0.174 0.862164
## PC1473 1.271e-04 2.830e-04 0.449 0.653671
## PC1474 -5.553e-04 2.763e-04 -2.009 0.045563 *
## PC1475 -2.152e-04 2.667e-04 -0.807 0.420322
## PC1476 4.093e-04 2.667e-04 1.535 0.126079
## PC1477 6.747e-04 2.825e-04 2.388 0.017663 *
## PC1478 -2.598e-04 2.932e-04 -0.886 0.376532
## PC1479 2.017e-04 2.652e-04 0.760 0.447732
## PC1480 6.362e-04 2.581e-04 2.465 0.014352 *
## PC1481 5.138e-04 2.785e-04 1.845 0.066220 .
## PC1482 1.991e-05 2.420e-04 0.082 0.934496
## PC1483 -5.366e-04 2.607e-04 -2.058 0.040614 *
## PC1484 1.527e-04 2.622e-04 0.582 0.560929
## PC1485 -5.176e-04 2.634e-04 -1.965 0.050464 .
## PC1486 -1.588e-05 2.642e-04 -0.060 0.952113
## PC1487 5.300e-04 2.780e-04 1.906 0.057721 .
## PC1488 -7.409e-05 2.778e-04 -0.267 0.789892
## PC1489 5.063e-04 2.636e-04 1.921 0.055873 .
## PC1490 -2.066e-04 2.773e-04 -0.745 0.456832
## PC1491 2.290e-04 2.819e-04 0.812 0.417357
## PC1492 -4.484e-05 2.802e-04 -0.160 0.873001
## PC1493 -1.740e-04 2.814e-04 -0.618 0.536837
## PC1494 1.013e-04 2.707e-04 0.374 0.708658
## PC1495 4.561e-04 2.579e-04 1.768 0.078184 .
## PC1496 -7.574e-05 2.808e-04 -0.270 0.787607
## PC1497 -2.055e-04 2.775e-04 -0.741 0.459626
## PC1498 7.065e-04 2.760e-04 2.560 0.011051 *
## PC1499 -6.773e-04 2.620e-04 -2.585 0.010289 *
## PC1500 1.880e-05 2.684e-04 0.070 0.944205
## PC1501 1.502e-04 2.619e-04 0.574 0.566673
## PC1502 -9.745e-05 2.627e-04 -0.371 0.711006
## PC1503 1.448e-04 2.370e-04 0.611 0.541822
## PC1504 3.273e-05 2.529e-04 0.129 0.897124
## PC1505 6.577e-04 2.545e-04 2.584 0.010328 *
## PC1506 -1.825e-04 2.658e-04 -0.687 0.492979
## PC1507 1.356e-04 2.892e-04 0.469 0.639489
## PC1508 -1.544e-04 2.791e-04 -0.553 0.580469
## PC1509 2.659e-04 2.802e-04 0.949 0.343553
## PC1510 -2.383e-04 2.675e-04 -0.891 0.374001
## PC1511 9.871e-05 2.675e-04 0.369 0.712463
## PC1512 -1.292e-04 2.786e-04 -0.464 0.643288
## PC1513 3.116e-04 2.740e-04 1.137 0.256536
## PC1514 8.034e-05 2.697e-04 0.298 0.766047
## PC1515 2.284e-04 2.711e-04 0.843 0.400245
## PC1516 -2.367e-04 2.762e-04 -0.857 0.392285
## PC1517 -6.390e-04 2.729e-04 -2.342 0.019979 *
## PC1518 -1.716e-04 2.708e-04 -0.634 0.526951
## PC1519 2.712e-04 2.634e-04 1.030 0.304188
## PC1520 -2.877e-04 2.503e-04 -1.150 0.251394
## PC1521 -1.259e-05 2.655e-04 -0.047 0.962210
## PC1522 -5.626e-04 2.578e-04 -2.182 0.030014 *
## PC1523 -3.341e-04 2.861e-04 -1.168 0.244031
## PC1524 -3.852e-04 2.619e-04 -1.471 0.142514
## PC1525 -3.787e-04 2.567e-04 -1.475 0.141345
## PC1526 -3.397e-04 2.778e-04 -1.223 0.222560
## PC1527 -2.067e-04 2.791e-04 -0.741 0.459653
## PC1528 4.949e-04 2.722e-04 1.818 0.070228 .
## PC1529 -7.075e-06 2.755e-04 -0.026 0.979529
## PC1530 -9.881e-06 2.684e-04 -0.037 0.970658
## PC1531 4.067e-04 2.738e-04 1.485 0.138668
## PC1532 -1.225e-04 2.579e-04 -0.475 0.635114
## PC1533 1.131e-04 2.631e-04 0.430 0.667746
## PC1534 -1.705e-04 2.841e-04 -0.600 0.548912
## PC1535 -7.823e-04 2.495e-04 -3.136 0.001915 **
## PC1536 -4.880e-04 2.865e-04 -1.703 0.089741 .
## PC1537 6.336e-05 2.645e-04 0.240 0.810911
## PC1538 -6.412e-05 2.666e-04 -0.241 0.810116
## PC1539 -5.097e-04 2.831e-04 -1.800 0.073026 .
## PC1540 7.009e-05 2.622e-04 0.267 0.789439
## PC1541 -2.496e-04 2.638e-04 -0.946 0.344952
## PC1542 -1.876e-04 2.641e-04 -0.710 0.478064
## PC1543 2.314e-04 2.729e-04 0.848 0.397106
## PC1544 3.725e-04 2.931e-04 1.271 0.205012
## PC1545 4.453e-04 2.765e-04 1.611 0.108496
## PC1546 -2.416e-04 2.851e-04 -0.848 0.397498
## PC1547 -2.485e-04 2.777e-04 -0.895 0.371658
## PC1548 2.071e-05 2.710e-04 0.076 0.939137
## PC1549 -3.333e-04 2.614e-04 -1.275 0.203502
## PC1550 -6.112e-05 2.656e-04 -0.230 0.818177
## PC1551 -2.320e-04 2.665e-04 -0.870 0.384910
## PC1552 -3.178e-04 2.736e-04 -1.161 0.246576
## PC1553 -2.061e-04 2.814e-04 -0.732 0.464644
## PC1554 5.872e-05 2.714e-04 0.216 0.828918
## PC1555 -5.039e-06 2.891e-04 -0.017 0.986104
## PC1556 1.470e-04 2.719e-04 0.541 0.589217
## PC1557 -7.327e-05 2.820e-04 -0.260 0.795229
## PC1558 -5.364e-05 2.686e-04 -0.200 0.841847
## PC1559 5.009e-05 2.891e-04 0.173 0.862587
## PC1560 4.411e-05 2.714e-04 0.163 0.871018
## PC1561 5.562e-05 2.973e-04 0.187 0.851729
## PC1562 2.457e-04 2.882e-04 0.853 0.394610
## PC1563 -7.465e-04 2.754e-04 -2.710 0.007177 **
## PC1564 -1.929e-04 2.588e-04 -0.745 0.456713
## PC1565 -2.794e-05 2.681e-04 -0.104 0.917098
## PC1566 -1.404e-04 2.729e-04 -0.515 0.607243
## PC1567 7.272e-05 2.706e-04 0.269 0.788375
## PC1568 3.405e-04 2.597e-04 1.311 0.190920
## PC1569 -9.959e-04 2.758e-04 -3.611 0.000368 ***
## PC1570 5.976e-04 2.585e-04 2.312 0.021595 *
## PC1571 6.999e-04 2.605e-04 2.687 0.007693 **
## PC1572 3.761e-04 2.972e-04 1.265 0.206891
## PC1573 -2.727e-04 2.906e-04 -0.938 0.348888
## PC1574 1.598e-04 2.865e-04 0.558 0.577476
## PC1575 -2.273e-04 2.969e-04 -0.765 0.444716
## PC1576 1.518e-04 2.860e-04 0.531 0.595978
## PC1577 -2.872e-04 2.609e-04 -1.101 0.271941
## PC1578 -2.123e-04 2.788e-04 -0.761 0.447193
## PC1579 -6.080e-04 2.464e-04 -2.468 0.014245 *
## PC1580 -7.388e-04 2.658e-04 -2.780 0.005845 **
## PC1581 -6.134e-04 2.810e-04 -2.183 0.029963 *
## PC1582 -5.954e-04 2.771e-04 -2.149 0.032584 *
## PC1583 2.319e-04 2.625e-04 0.884 0.377669
## PC1584 -3.304e-04 2.633e-04 -1.255 0.210678
## PC1585 -2.354e-04 2.842e-04 -0.828 0.408367
## PC1586 2.204e-05 2.531e-04 0.087 0.930686
## PC1587 -9.162e-05 2.534e-04 -0.362 0.717933
## PC1588 3.029e-04 2.704e-04 1.120 0.263696
## PC1589 2.326e-04 2.597e-04 0.896 0.371316
## PC1590 2.284e-04 2.882e-04 0.793 0.428806
## PC1591 -2.322e-04 2.765e-04 -0.840 0.401870
## PC1592 1.823e-04 2.536e-04 0.719 0.472782
## PC1593 -5.647e-04 2.681e-04 -2.106 0.036170 *
## PC1594 -2.668e-04 2.599e-04 -1.026 0.305758
## PC1595 -1.064e-04 2.716e-04 -0.392 0.695483
## PC1596 4.451e-04 2.720e-04 1.636 0.103008
## PC1597 -1.880e-04 2.918e-04 -0.644 0.519847
## PC1598 -1.080e-04 2.748e-04 -0.393 0.694715
## PC1599 -3.530e-04 2.816e-04 -1.254 0.211096
## PC1600 3.548e-04 2.563e-04 1.384 0.167543
## PC1601 1.620e-04 2.666e-04 0.608 0.543916
## PC1602 3.167e-04 2.810e-04 1.127 0.260672
## PC1603 8.247e-04 2.770e-04 2.977 0.003194 **
## PC1604 -5.979e-05 2.684e-04 -0.223 0.823898
## PC1605 -2.503e-04 2.765e-04 -0.905 0.366267
## PC1606 -2.012e-04 2.560e-04 -0.786 0.432608
## PC1607 4.044e-04 2.719e-04 1.487 0.138153
## PC1608 -5.399e-04 2.718e-04 -1.986 0.048059 *
## PC1609 -4.284e-04 2.600e-04 -1.648 0.100601
## PC1610 1.400e-04 2.631e-04 0.532 0.595180
## PC1611 -8.977e-05 2.547e-04 -0.352 0.724796
## PC1612 -2.524e-05 3.125e-04 -0.081 0.935688
## PC1613 -8.796e-05 2.793e-04 -0.315 0.753087
## PC1614 6.757e-04 2.789e-04 2.422 0.016120 *
## PC1615 -3.996e-04 2.694e-04 -1.483 0.139272
## PC1616 1.496e-04 2.529e-04 0.592 0.554650
## PC1617 -4.934e-04 2.639e-04 -1.870 0.062676 .
## PC1618 4.637e-04 2.724e-04 1.702 0.089929 .
## PC1619 2.307e-04 2.801e-04 0.824 0.410918
## PC1620 -7.418e-04 2.793e-04 -2.656 0.008416 **
## PC1621 5.040e-04 2.886e-04 1.747 0.081890 .
## PC1622 1.507e-04 2.836e-04 0.531 0.595710
## PC1623 1.158e-04 2.572e-04 0.450 0.653035
## PC1624 1.434e-04 2.976e-04 0.482 0.630289
## PC1625 5.861e-04 2.932e-04 1.999 0.046690 *
## PC1626 2.809e-04 2.661e-04 1.056 0.292101
## PC1627 -5.193e-04 2.811e-04 -1.847 0.065875 .
## PC1628 2.366e-04 2.816e-04 0.840 0.401585
## PC1629 7.948e-05 2.759e-04 0.288 0.773550
## PC1630 -4.727e-04 2.882e-04 -1.640 0.102225
## PC1631 2.456e-04 2.483e-04 0.989 0.323583
## PC1632 6.975e-05 2.880e-04 0.242 0.808858
## PC1633 3.552e-04 2.885e-04 1.232 0.219255
## PC1634 -1.547e-04 2.513e-04 -0.616 0.538688
## PC1635 -2.161e-04 2.464e-04 -0.877 0.381378
## PC1636 -1.129e-04 2.593e-04 -0.435 0.663807
## PC1637 3.169e-04 2.618e-04 1.210 0.227258
## PC1638 2.264e-04 2.875e-04 0.787 0.431728
## PC1639 8.795e-05 2.776e-04 0.317 0.751640
## PC1640 -8.711e-04 2.798e-04 -3.113 0.002065 **
## PC1641 2.509e-04 2.838e-04 0.884 0.377659
## PC1642 2.773e-04 2.738e-04 1.013 0.312216
## PC1643 1.444e-04 2.670e-04 0.541 0.589040
## PC1644 9.421e-05 2.806e-04 0.336 0.737361
## PC1645 -1.050e-03 2.582e-04 -4.068 6.33e-05 ***
## PC1646 2.178e-05 2.833e-04 0.077 0.938779
## PC1647 -6.192e-04 2.611e-04 -2.371 0.018491 *
## PC1648 4.296e-04 2.791e-04 1.540 0.124909
## PC1649 3.907e-04 2.719e-04 1.437 0.152068
## PC1650 5.252e-04 2.644e-04 1.987 0.048052 *
## PC1651 1.675e-04 2.741e-04 0.611 0.541824
## PC1652 3.211e-04 2.809e-04 1.143 0.254094
## PC1653 -1.966e-04 2.832e-04 -0.694 0.488141
## PC1654 2.477e-05 2.873e-04 0.086 0.931371
## PC1655 6.980e-04 2.631e-04 2.653 0.008473 **
## PC1656 -1.322e-04 2.960e-04 -0.447 0.655530
## PC1657 1.327e-04 2.785e-04 0.476 0.634196
## PC1658 2.740e-04 2.653e-04 1.033 0.302652
## PC1659 2.661e-04 2.805e-04 0.949 0.343700
## PC1660 -3.869e-04 2.723e-04 -1.421 0.156507
## PC1661 -2.072e-04 2.633e-04 -0.787 0.431940
## PC1662 -4.292e-04 2.867e-04 -1.497 0.135570
## PC1663 -5.854e-04 2.779e-04 -2.106 0.036150 *
## PC1664 9.183e-05 2.815e-04 0.326 0.744566
## PC1665 4.625e-04 2.777e-04 1.666 0.097007 .
## PC1666 -1.217e-04 2.571e-04 -0.473 0.636431
## PC1667 -2.947e-04 2.808e-04 -1.049 0.295085
## PC1668 4.640e-05 2.638e-04 0.176 0.860488
## PC1669 1.125e-04 2.701e-04 0.417 0.677392
## PC1670 3.546e-04 2.552e-04 1.389 0.165998
## PC1671 6.368e-07 2.720e-04 0.002 0.998134
## PC1672 2.777e-05 2.520e-04 0.110 0.912325
## PC1673 -9.578e-07 2.728e-04 -0.004 0.997201
## PC1674 3.018e-04 2.626e-04 1.149 0.251550
## PC1675 -3.764e-04 2.740e-04 -1.373 0.170830
## PC1676 -3.489e-04 2.700e-04 -1.292 0.197496
## PC1677 -3.898e-05 2.864e-04 -0.136 0.891841
## PC1678 -1.562e-04 2.608e-04 -0.599 0.549715
## PC1679 -1.500e-04 2.714e-04 -0.553 0.580999
## PC1680 4.273e-04 2.772e-04 1.542 0.124369
## PC1681 -1.065e-05 2.647e-04 -0.040 0.967934
## PC1682 1.641e-04 2.854e-04 0.575 0.565772
## PC1683 -7.350e-05 2.605e-04 -0.282 0.778035
## PC1684 -3.499e-04 2.745e-04 -1.275 0.203562
## PC1685 -5.665e-04 2.560e-04 -2.213 0.027767 *
## PC1686 -5.136e-05 2.849e-04 -0.180 0.857075
## PC1687 -3.480e-04 2.881e-04 -1.208 0.228235
## PC1688 3.213e-04 2.701e-04 1.190 0.235322
## PC1689 3.056e-04 2.422e-04 1.262 0.208165
## PC1690 7.200e-04 2.748e-04 2.620 0.009330 **
## PC1691 5.128e-04 2.615e-04 1.961 0.050993 .
## PC1692 3.987e-04 2.612e-04 1.526 0.128164
## PC1693 1.877e-04 2.661e-04 0.705 0.481245
## PC1694 -2.275e-04 2.924e-04 -0.778 0.437389
## PC1695 1.064e-04 2.986e-04 0.356 0.721950
## PC1696 -8.091e-05 2.837e-04 -0.285 0.775697
## PC1697 -4.656e-04 2.732e-04 -1.704 0.089534 .
## PC1698 3.130e-04 2.727e-04 1.148 0.252177
## PC1699 2.241e-05 2.653e-04 0.084 0.932762
## PC1700 -4.558e-04 2.724e-04 -1.674 0.095425 .
## PC1701 2.351e-04 2.836e-04 0.829 0.407917
## PC1702 -1.178e-04 2.954e-04 -0.399 0.690317
## PC1703 3.464e-04 2.530e-04 1.370 0.172034
## PC1704 -5.648e-04 2.657e-04 -2.126 0.034457 *
## PC1705 -1.703e-04 2.799e-04 -0.608 0.543408
## PC1706 2.541e-04 2.686e-04 0.946 0.344913
## PC1707 2.462e-05 2.727e-04 0.090 0.928146
## PC1708 -1.212e-04 2.743e-04 -0.442 0.658948
## PC1709 6.039e-04 2.804e-04 2.154 0.032208 *
## PC1710 -3.559e-04 2.785e-04 -1.278 0.202406
## PC1711 2.962e-04 2.647e-04 1.119 0.264307
## PC1712 5.736e-05 2.746e-04 0.209 0.834721
## PC1713 6.563e-05 2.838e-04 0.231 0.817316
## PC1714 -5.523e-04 2.829e-04 -1.952 0.052057 .
## PC1715 1.930e-05 2.840e-04 0.068 0.945853
## PC1716 4.953e-04 2.986e-04 1.659 0.098322 .
## PC1717 -2.217e-04 2.795e-04 -0.793 0.428402
## PC1718 3.985e-04 2.865e-04 1.391 0.165451
## PC1719 9.038e-05 2.704e-04 0.334 0.738423
## PC1720 -1.722e-04 3.001e-04 -0.574 0.566473
## PC1721 -4.987e-04 2.703e-04 -1.845 0.066226 .
## PC1722 -1.861e-04 2.736e-04 -0.680 0.497001
## PC1723 6.550e-04 2.530e-04 2.588 0.010195 *
## PC1724 -1.898e-05 2.773e-04 -0.068 0.945485
## PC1725 -8.641e-04 2.620e-04 -3.297 0.001115 **
## PC1726 4.816e-04 2.811e-04 1.713 0.087908 .
## PC1727 5.118e-04 2.671e-04 1.916 0.056432 .
## PC1728 1.035e-04 2.872e-04 0.360 0.718860
## PC1729 1.612e-04 2.898e-04 0.556 0.578503
## PC1730 -7.030e-06 2.816e-04 -0.025 0.980107
## PC1731 7.470e-06 2.837e-04 0.026 0.979015
## PC1732 5.203e-04 2.672e-04 1.947 0.052644 .
## PC1733 3.609e-04 2.658e-04 1.358 0.175731
## PC1734 -1.162e-04 2.725e-04 -0.426 0.670108
## PC1735 -5.593e-06 2.936e-04 -0.019 0.984819
## PC1736 -1.014e-04 2.747e-04 -0.369 0.712301
## PC1737 -4.513e-05 2.835e-04 -0.159 0.873629
## PC1738 -1.034e-04 2.807e-04 -0.368 0.712878
## PC1739 5.430e-05 2.711e-04 0.200 0.841435
## PC1740 -3.235e-04 2.703e-04 -1.197 0.232545
## PC1741 -4.491e-04 2.706e-04 -1.660 0.098224 .
## PC1742 -9.093e-05 2.692e-04 -0.338 0.735840
## PC1743 -2.769e-04 2.775e-04 -0.998 0.319316
## PC1744 -1.160e-04 2.773e-04 -0.418 0.675983
## PC1745 -3.525e-04 2.846e-04 -1.238 0.216712
## PC1746 -2.591e-05 2.724e-04 -0.095 0.924295
## PC1747 4.191e-04 2.843e-04 1.474 0.141608
## PC1748 3.697e-04 2.758e-04 1.340 0.181396
## PC1749 -3.535e-04 2.642e-04 -1.338 0.182051
## PC1750 -3.647e-04 2.774e-04 -1.315 0.189819
## PC1751 7.019e-06 2.962e-04 0.024 0.981112
## PC1752 1.651e-05 2.822e-04 0.059 0.953392
## PC1753 2.410e-04 2.640e-04 0.913 0.362243
## PC1754 -1.274e-04 2.698e-04 -0.472 0.637266
## PC1755 2.365e-04 2.800e-04 0.845 0.399078
## PC1756 -2.336e-05 2.714e-04 -0.086 0.931476
## PC1757 1.837e-04 2.746e-04 0.669 0.504083
## PC1758 -2.532e-04 2.683e-04 -0.944 0.346211
## PC1759 -1.486e-04 2.778e-04 -0.535 0.593031
## PC1760 -1.817e-04 2.650e-04 -0.686 0.493582
## PC1761 9.462e-04 2.966e-04 3.190 0.001600 **
## PC1762 4.357e-04 2.659e-04 1.638 0.102581
## PC1763 2.278e-05 2.598e-04 0.088 0.930205
## PC1764 3.530e-04 2.656e-04 1.329 0.185072
## PC1765 -2.256e-04 2.729e-04 -0.827 0.409175
## PC1766 3.421e-04 2.775e-04 1.233 0.218652
## PC1767 -4.679e-04 2.679e-04 -1.747 0.081869 .
## PC1768 -1.966e-04 2.642e-04 -0.744 0.457460
## PC1769 -4.985e-04 2.665e-04 -1.870 0.062609 .
## PC1770 -8.990e-04 2.600e-04 -3.458 0.000638 ***
## PC1771 -2.269e-04 2.841e-04 -0.798 0.425333
## PC1772 -7.702e-04 2.608e-04 -2.954 0.003436 **
## PC1773 1.457e-04 2.871e-04 0.507 0.612315
## PC1774 -5.115e-04 2.671e-04 -1.915 0.056659 .
## PC1775 -5.238e-04 2.599e-04 -2.015 0.044942 *
## PC1776 1.657e-04 2.720e-04 0.609 0.543012
## PC1777 -2.548e-04 2.702e-04 -0.943 0.346457
## PC1778 -3.244e-05 2.971e-04 -0.109 0.913137
## PC1779 -2.576e-04 2.851e-04 -0.903 0.367163
## PC1780 2.193e-05 2.820e-04 0.078 0.938069
## PC1781 -1.132e-04 2.694e-04 -0.420 0.674640
## PC1782 -4.095e-04 2.552e-04 -1.604 0.109848
## PC1783 4.841e-04 2.722e-04 1.778 0.076547 .
## PC1784 -7.833e-05 2.811e-04 -0.279 0.780771
## PC1785 -3.323e-04 2.996e-04 -1.109 0.268398
## PC1786 3.656e-04 2.744e-04 1.332 0.183921
## PC1787 -2.216e-04 2.831e-04 -0.783 0.434334
## PC1788 -3.802e-04 2.918e-04 -1.303 0.193794
## PC1789 3.264e-04 2.742e-04 1.190 0.235123
## PC1790 4.170e-05 2.819e-04 0.148 0.882507
## PC1791 3.131e-04 2.821e-04 1.110 0.267986
## PC1792 -1.898e-04 2.643e-04 -0.718 0.473334
## PC1793 6.346e-04 2.743e-04 2.313 0.021509 *
## PC1794 2.670e-04 2.935e-04 0.910 0.363763
## PC1795 -1.216e-05 2.796e-04 -0.043 0.965347
## PC1796 -1.024e-03 3.052e-04 -3.354 0.000918 ***
## PC1797 3.653e-04 2.779e-04 1.315 0.189810
## PC1798 -2.474e-04 2.880e-04 -0.859 0.391157
## PC1799 -8.389e-05 2.731e-04 -0.307 0.758957
## PC1800 -2.169e-04 2.806e-04 -0.773 0.440201
## PC1801 -1.704e-05 2.717e-04 -0.063 0.950049
## PC1802 2.179e-04 2.681e-04 0.813 0.417041
## PC1803 2.485e-04 2.941e-04 0.845 0.398886
## PC1804 6.106e-04 2.679e-04 2.279 0.023490 *
## PC1805 3.185e-04 2.816e-04 1.131 0.258967
## PC1806 -1.855e-04 2.737e-04 -0.678 0.498635
## PC1807 -1.611e-04 2.663e-04 -0.605 0.545837
## PC1808 -2.592e-04 2.751e-04 -0.942 0.347119
## PC1809 5.043e-04 2.864e-04 1.761 0.079469 .
## PC1810 -1.100e-04 2.881e-04 -0.382 0.702849
## PC1811 -7.948e-04 2.802e-04 -2.836 0.004936 **
## PC1812 -8.233e-05 2.727e-04 -0.302 0.763014
## PC1813 2.362e-04 2.877e-04 0.821 0.412420
## PC1814 -4.864e-04 2.748e-04 -1.770 0.077998 .
## PC1815 -2.257e-04 2.658e-04 -0.849 0.396619
## PC1816 1.019e-04 2.880e-04 0.354 0.723758
## PC1817 -3.263e-04 2.885e-04 -1.131 0.259120
## PC1818 6.632e-05 2.786e-04 0.238 0.812036
## PC1819 1.318e-04 2.711e-04 0.486 0.627286
## PC1820 3.625e-04 2.856e-04 1.269 0.205499
## PC1821 4.737e-04 2.673e-04 1.772 0.077537 .
## PC1822 -2.094e-04 2.957e-04 -0.708 0.479514
## PC1823 -1.854e-04 2.742e-04 -0.676 0.499540
## PC1824 -1.012e-04 2.827e-04 -0.358 0.720732
## PC1825 2.050e-04 2.801e-04 0.732 0.464818
## PC1826 2.520e-04 2.759e-04 0.913 0.361966
## PC1827 -4.218e-05 2.741e-04 -0.154 0.877815
## PC1828 1.124e-04 2.659e-04 0.423 0.672961
## PC1829 6.823e-06 2.886e-04 0.024 0.981159
## PC1830 -6.829e-04 2.910e-04 -2.347 0.019710 *
## PC1831 2.077e-04 2.828e-04 0.735 0.463297
## PC1832 -7.906e-05 2.646e-04 -0.299 0.765345
## PC1833 5.794e-05 2.859e-04 0.203 0.839556
## PC1834 -7.292e-05 2.666e-04 -0.273 0.784699
## PC1835 6.563e-04 2.602e-04 2.522 0.012276 *
## PC1836 8.635e-04 2.808e-04 3.075 0.002336 **
## PC1837 2.218e-04 2.599e-04 0.853 0.394245
## PC1838 6.528e-04 2.914e-04 2.240 0.025951 *
## PC1839 -1.951e-04 2.565e-04 -0.761 0.447516
## PC1840 3.007e-04 2.756e-04 1.091 0.276236
## PC1841 -5.073e-04 2.915e-04 -1.740 0.082997 .
## PC1842 -2.786e-04 3.075e-04 -0.906 0.365865
## PC1843 -3.682e-04 2.671e-04 -1.378 0.169271
## PC1844 2.057e-05 2.918e-04 0.070 0.943851
## PC1845 -2.458e-04 2.783e-04 -0.883 0.377948
## PC1846 -4.515e-04 2.924e-04 -1.544 0.123853
## PC1847 -4.543e-04 2.782e-04 -1.633 0.103685
## PC1848 1.002e-04 2.578e-04 0.389 0.697948
## PC1849 -2.983e-04 2.805e-04 -1.063 0.288584
## PC1850 -4.746e-04 2.843e-04 -1.669 0.096324 .
## PC1851 -3.689e-04 2.785e-04 -1.325 0.186407
## PC1852 3.734e-04 2.934e-04 1.273 0.204313
## PC1853 -1.759e-04 2.935e-04 -0.599 0.549445
## PC1854 3.662e-04 2.992e-04 1.224 0.222207
## PC1855 -1.045e-04 2.950e-04 -0.354 0.723329
## PC1856 -3.955e-04 2.818e-04 -1.403 0.161753
## PC1857 -2.554e-04 2.650e-04 -0.964 0.336005
## PC1858 -1.993e-04 2.792e-04 -0.714 0.475921
## PC1859 -7.182e-05 2.700e-04 -0.266 0.790429
## PC1860 1.398e-04 2.734e-04 0.511 0.609692
## PC1861 3.305e-04 2.663e-04 1.241 0.215737
## PC1862 8.747e-05 2.669e-04 0.328 0.743368
## PC1863 1.958e-04 2.588e-04 0.757 0.449974
## PC1864 2.079e-05 2.990e-04 0.070 0.944606
## PC1865 4.829e-04 2.934e-04 1.646 0.101035
## PC1866 -2.418e-04 2.792e-04 -0.866 0.387383
## PC1867 2.501e-04 2.720e-04 0.920 0.358703
## PC1868 -1.956e-05 2.680e-04 -0.073 0.941879
## PC1869 -4.233e-04 2.953e-04 -1.433 0.152950
## PC1870 -3.929e-04 2.660e-04 -1.477 0.140981
## PC1871 -9.409e-05 2.826e-04 -0.333 0.739483
## PC1872 -5.733e-04 2.896e-04 -1.980 0.048800 *
## PC1873 -8.861e-06 2.682e-04 -0.033 0.973669
## PC1874 -2.301e-05 2.620e-04 -0.088 0.930107
## PC1875 3.975e-04 2.629e-04 1.512 0.131881
## PC1876 4.549e-04 2.706e-04 1.681 0.094002 .
## PC1877 4.884e-04 2.787e-04 1.753 0.080848 .
## PC1878 5.563e-04 2.678e-04 2.077 0.038766 *
## PC1879 2.376e-04 2.930e-04 0.811 0.418116
## PC1880 -7.768e-04 2.829e-04 -2.746 0.006469 **
## PC1881 4.200e-04 2.593e-04 1.620 0.106572
## PC1882 2.759e-04 2.770e-04 0.996 0.320228
## PC1883 3.199e-04 2.688e-04 1.190 0.235012
## PC1884 2.460e-04 2.818e-04 0.873 0.383476
## PC1885 -2.214e-04 2.736e-04 -0.809 0.419142
## PC1886 3.654e-04 2.612e-04 1.399 0.163165
## PC1887 -6.716e-04 2.800e-04 -2.398 0.017196 *
## PC1888 -1.662e-04 2.824e-04 -0.589 0.556577
## PC1889 -2.066e-04 2.818e-04 -0.733 0.464053
## PC1890 -5.069e-04 2.807e-04 -1.805 0.072185 .
## PC1891 2.092e-04 2.846e-04 0.735 0.463002
## PC1892 -6.460e-05 2.628e-04 -0.246 0.806052
## PC1893 -3.102e-04 2.680e-04 -1.157 0.248245
## PC1894 -1.153e-04 2.729e-04 -0.422 0.673091
## PC1895 -7.044e-04 2.886e-04 -2.440 0.015354 *
## PC1896 2.253e-04 2.787e-04 0.808 0.419733
## PC1897 -3.210e-04 2.740e-04 -1.172 0.242423
## PC1898 -2.982e-04 2.711e-04 -1.100 0.272426
## PC1899 9.720e-05 2.879e-04 0.338 0.735904
## PC1900 1.657e-04 2.789e-04 0.594 0.553070
## PC1901 -1.907e-04 2.908e-04 -0.656 0.512471
## PC1902 5.455e-06 2.726e-04 0.020 0.984049
## PC1903 2.623e-04 2.748e-04 0.955 0.340632
## PC1904 -4.884e-04 2.737e-04 -1.785 0.075531 .
## PC1905 1.869e-04 2.763e-04 0.676 0.499400
## PC1906 -7.205e-05 2.771e-04 -0.260 0.795031
## PC1907 -2.840e-04 2.782e-04 -1.021 0.308279
## PC1908 -1.565e-04 2.917e-04 -0.537 0.591965
## PC1909 -4.604e-04 2.740e-04 -1.680 0.094178 .
## PC1910 5.234e-04 2.860e-04 1.830 0.068440 .
## PC1911 -1.814e-04 2.805e-04 -0.647 0.518293
## PC1912 -1.040e-04 2.752e-04 -0.378 0.705718
## PC1913 -3.718e-04 2.680e-04 -1.387 0.166607
## PC1914 -7.343e-04 2.677e-04 -2.743 0.006516 **
## PC1915 8.186e-05 2.856e-04 0.287 0.774631
## PC1916 1.872e-04 2.885e-04 0.649 0.517004
## PC1917 5.013e-05 2.832e-04 0.177 0.859659
## PC1918 -7.308e-04 2.552e-04 -2.863 0.004545 **
## PC1919 -5.408e-04 3.027e-04 -1.787 0.075175 .
## PC1920 1.517e-04 2.897e-04 0.524 0.600943
## PC1921 9.473e-05 2.743e-04 0.345 0.730099
## PC1922 1.054e-05 2.939e-04 0.036 0.971420
## PC1923 4.081e-04 2.865e-04 1.424 0.155590
## PC1924 -7.375e-05 2.926e-04 -0.252 0.801191
## PC1925 -3.384e-04 2.852e-04 -1.187 0.236526
## PC1926 5.002e-05 2.893e-04 0.173 0.862850
## PC1927 -6.126e-05 3.044e-04 -0.201 0.840666
## PC1928 3.481e-04 2.667e-04 1.305 0.193059
## PC1929 -3.473e-04 2.779e-04 -1.250 0.212505
## PC1930 -3.937e-04 2.814e-04 -1.399 0.163005
## PC1931 -1.831e-04 2.875e-04 -0.637 0.524730
## PC1932 6.017e-04 2.765e-04 2.176 0.030489 *
## PC1933 1.421e-04 2.769e-04 0.513 0.608315
## PC1934 3.750e-04 2.751e-04 1.363 0.174126
## PC1935 4.973e-04 2.760e-04 1.802 0.072809 .
## PC1936 -3.126e-05 2.833e-04 -0.110 0.912207
## PC1937 1.435e-04 2.821e-04 0.509 0.611399
## PC1938 4.831e-04 2.582e-04 1.871 0.062563 .
## PC1939 -6.848e-06 2.954e-04 -0.023 0.981522
## PC1940 -7.227e-05 2.803e-04 -0.258 0.796729
## PC1941 3.513e-04 2.517e-04 1.396 0.163981
## PC1942 -1.623e-04 2.984e-04 -0.544 0.587035
## PC1943 2.633e-04 2.791e-04 0.944 0.346287
## PC1944 8.153e-04 2.684e-04 3.038 0.002629 **
## PC1945 -2.836e-04 2.682e-04 -1.058 0.291262
## PC1946 -8.735e-04 2.825e-04 -3.092 0.002209 **
## PC1947 6.060e-04 3.006e-04 2.016 0.044858 *
## PC1948 -3.385e-04 2.826e-04 -1.198 0.232104
## PC1949 -7.443e-05 2.552e-04 -0.292 0.770758
## PC1950 3.621e-04 2.662e-04 1.360 0.174898
## PC1951 1.638e-04 2.820e-04 0.581 0.561888
## PC1952 2.657e-04 2.698e-04 0.985 0.325513
## PC1953 -3.723e-04 2.948e-04 -1.263 0.207771
## PC1954 -1.541e-04 2.809e-04 -0.549 0.583786
## PC1955 -1.718e-04 2.781e-04 -0.618 0.537381
## PC1956 -8.088e-04 2.769e-04 -2.921 0.003808 **
## PC1957 2.788e-04 2.729e-04 1.022 0.307796
## PC1958 -4.282e-04 3.004e-04 -1.426 0.155230
## PC1959 -1.731e-04 2.660e-04 -0.651 0.515779
## PC1960 3.533e-04 2.685e-04 1.316 0.189314
## PC1961 -1.132e-04 2.796e-04 -0.405 0.686021
## PC1962 -5.665e-04 2.667e-04 -2.124 0.034604 *
## PC1963 -3.148e-04 2.714e-04 -1.160 0.247062
## PC1964 -3.356e-04 2.841e-04 -1.181 0.238617
## PC1965 2.004e-04 2.755e-04 0.727 0.467694
## PC1966 -4.055e-04 2.944e-04 -1.377 0.169659
## PC1967 -5.272e-05 2.855e-04 -0.185 0.853621
## PC1968 7.027e-04 2.798e-04 2.511 0.012655 *
## PC1969 -1.088e-05 3.001e-04 -0.036 0.971098
## PC1970 -2.398e-04 3.002e-04 -0.799 0.425280
## PC1971 4.435e-04 2.763e-04 1.605 0.109711
## PC1972 -5.393e-04 2.738e-04 -1.970 0.049952 *
## PC1973 -2.278e-04 2.797e-04 -0.815 0.416056
## PC1974 2.090e-04 2.680e-04 0.780 0.436278
## PC1975 -6.088e-04 2.782e-04 -2.188 0.029570 *
## PC1976 -1.559e-04 2.728e-04 -0.572 0.568117
## PC1977 -2.655e-04 3.054e-04 -0.869 0.385514
## PC1978 -2.074e-04 2.822e-04 -0.735 0.463200
## PC1979 -1.209e-04 2.902e-04 -0.417 0.677218
## PC1980 2.904e-04 2.821e-04 1.030 0.304221
## PC1981 1.641e-05 2.769e-04 0.059 0.952783
## PC1982 8.199e-05 2.909e-04 0.282 0.778271
## PC1983 -6.049e-05 2.834e-04 -0.213 0.831125
## PC1984 -7.106e-05 2.770e-04 -0.257 0.797767
## PC1985 1.491e-04 2.812e-04 0.530 0.596474
## PC1986 -4.549e-05 2.669e-04 -0.170 0.864815
## PC1987 1.569e-06 2.630e-04 0.006 0.995245
## PC1988 4.161e-04 2.755e-04 1.511 0.132139
## PC1989 1.283e-04 3.006e-04 0.427 0.670000
## PC1990 -4.921e-05 2.956e-04 -0.166 0.867898
## PC1991 1.588e-04 2.925e-04 0.543 0.587741
## PC1992 2.657e-04 2.878e-04 0.923 0.356764
## PC1993 -1.591e-06 2.739e-04 -0.006 0.995371
## PC1994 -2.616e-04 2.927e-04 -0.894 0.372277
## PC1995 3.338e-04 2.930e-04 1.139 0.255777
## PC1996 -1.028e-04 2.910e-04 -0.353 0.724272
## PC1997 -1.145e-04 2.685e-04 -0.426 0.670271
## PC1998 -4.153e-04 2.657e-04 -1.563 0.119241
## PC1999 2.442e-04 2.888e-04 0.846 0.398616
## PC2000 -4.086e-05 2.695e-04 -0.152 0.879592
## PC2001 1.664e-04 3.031e-04 0.549 0.583389
## PC2002 2.168e-04 2.773e-04 0.782 0.434919
## PC2003 -7.147e-04 3.073e-04 -2.326 0.020828 *
## PC2004 2.849e-04 3.122e-04 0.912 0.362372
## PC2005 -3.711e-04 2.724e-04 -1.362 0.174334
## PC2006 2.370e-05 3.249e-04 0.073 0.941889
## PC2007 2.849e-04 2.884e-04 0.988 0.324152
## PC2008 6.892e-05 2.711e-04 0.254 0.799549
## PC2009 7.435e-05 2.872e-04 0.259 0.795927
## PC2010 -3.484e-04 2.816e-04 -1.237 0.217152
## PC2011 -1.742e-04 2.859e-04 -0.609 0.542985
## PC2012 -5.053e-04 2.729e-04 -1.852 0.065254 .
## PC2013 3.347e-04 2.785e-04 1.202 0.230620
## PC2014 -2.753e-04 2.916e-04 -0.944 0.345880
## PC2015 5.725e-04 3.071e-04 1.864 0.063454 .
## PC2016 -5.040e-04 2.870e-04 -1.756 0.080284 .
## PC2017 6.172e-05 2.840e-04 0.217 0.828143
## PC2018 -6.711e-04 2.779e-04 -2.415 0.016444 *
## PC2019 2.316e-04 2.941e-04 0.788 0.431602
## PC2020 7.751e-04 2.786e-04 2.782 0.005802 **
## PC2021 2.539e-04 2.567e-04 0.989 0.323518
## PC2022 -5.030e-04 3.008e-04 -1.673 0.095650 .
## PC2023 -2.006e-04 2.819e-04 -0.712 0.477396
## PC2024 4.015e-04 3.052e-04 1.316 0.189480
## PC2025 -1.404e-04 2.800e-04 -0.501 0.616474
## PC2026 -6.243e-04 2.804e-04 -2.227 0.026843 *
## PC2027 7.520e-04 2.772e-04 2.713 0.007133 **
## PC2028 3.329e-04 2.724e-04 1.222 0.222780
## PC2029 -2.132e-04 2.775e-04 -0.768 0.442933
## PC2030 2.196e-04 2.768e-04 0.793 0.428412
## PC2031 -4.271e-04 2.656e-04 -1.608 0.109140
## PC2032 9.300e-05 2.894e-04 0.321 0.748171
## PC2033 1.872e-04 2.678e-04 0.699 0.485277
## PC2034 -1.812e-04 2.741e-04 -0.661 0.509178
## PC2035 4.767e-04 2.898e-04 1.645 0.101219
## PC2036 -2.432e-04 3.032e-04 -0.802 0.423242
## PC2037 -1.068e-04 2.734e-04 -0.391 0.696408
## PC2038 -2.353e-04 2.783e-04 -0.845 0.398634
## PC2039 -5.665e-04 2.918e-04 -1.942 0.053281 .
## PC2040 7.616e-05 3.035e-04 0.251 0.802096
## PC2041 4.285e-04 2.880e-04 1.488 0.138011
## PC2042 6.059e-04 2.748e-04 2.205 0.028364 *
## PC2043 -1.361e-04 2.788e-04 -0.488 0.625789
## PC2044 -3.996e-04 2.887e-04 -1.384 0.167456
## PC2045 5.041e-04 2.691e-04 1.873 0.062193 .
## PC2046 1.564e-04 2.715e-04 0.576 0.565039
## PC2047 2.746e-04 2.731e-04 1.005 0.315682
## PC2048 8.114e-04 2.658e-04 3.053 0.002506 **
## PC2049 -1.965e-04 2.917e-04 -0.674 0.501147
## PC2050 -3.023e-04 2.903e-04 -1.042 0.298579
## PC2051 -1.178e-04 3.115e-04 -0.378 0.705718
## PC2052 1.212e-04 2.712e-04 0.447 0.655225
## PC2053 1.181e-04 2.816e-04 0.419 0.675230
## PC2054 -6.570e-04 2.775e-04 -2.368 0.018635 *
## PC2055 -2.567e-04 2.748e-04 -0.934 0.351056
## PC2056 -3.076e-04 2.891e-04 -1.064 0.288297
## PC2057 2.916e-05 2.635e-04 0.111 0.911957
## PC2058 6.839e-05 2.859e-04 0.239 0.811116
## PC2059 -3.037e-04 2.799e-04 -1.085 0.278925
## PC2060 -1.538e-04 2.940e-04 -0.523 0.601322
## PC2061 5.548e-04 2.937e-04 1.889 0.060027 .
## PC2062 1.342e-05 2.728e-04 0.049 0.960800
## PC2063 -3.433e-04 2.833e-04 -1.212 0.226792
## PC2064 -3.709e-04 2.904e-04 -1.277 0.202695
## PC2065 2.894e-04 2.750e-04 1.052 0.293661
## PC2066 6.203e-04 2.641e-04 2.349 0.019586 *
## PC2067 -1.325e-04 2.840e-04 -0.466 0.641298
## PC2068 2.335e-04 2.620e-04 0.891 0.373583
## PC2069 -4.044e-04 2.659e-04 -1.521 0.129599
## PC2070 -6.384e-04 2.911e-04 -2.193 0.029181 *
## PC2071 2.969e-04 2.894e-04 1.026 0.305929
## PC2072 -2.324e-04 3.025e-04 -0.768 0.442996
## PC2073 -1.523e-04 2.610e-04 -0.583 0.560181
## PC2074 -3.872e-04 2.643e-04 -1.465 0.144103
## PC2075 -2.577e-04 2.752e-04 -0.937 0.349874
## PC2076 -3.010e-04 2.822e-04 -1.067 0.287182
## PC2077 -9.206e-04 2.706e-04 -3.402 0.000778 ***
## PC2078 -5.323e-04 2.748e-04 -1.937 0.053834 .
## PC2079 2.988e-04 2.946e-04 1.014 0.311464
## PC2080 -8.932e-04 2.831e-04 -3.155 0.001796 **
## PC2081 1.099e-04 2.535e-04 0.433 0.665086
## PC2082 6.814e-05 2.784e-04 0.245 0.806880
## PC2083 4.731e-04 2.850e-04 1.660 0.098127 .
## PC2084 -1.808e-04 2.917e-04 -0.620 0.535943
## PC2085 1.498e-04 2.774e-04 0.540 0.589599
## PC2086 -8.970e-04 2.863e-04 -3.133 0.001935 **
## PC2087 -4.603e-05 2.828e-04 -0.163 0.870834
## PC2088 4.054e-05 2.986e-04 0.136 0.892126
## PC2089 5.992e-04 2.758e-04 2.172 0.030775 *
## PC2090 -2.103e-04 2.774e-04 -0.758 0.449186
## PC2091 5.978e-04 3.115e-04 1.919 0.056088 .
## PC2092 1.590e-04 2.991e-04 0.532 0.595484
## PC2093 6.178e-05 2.720e-04 0.227 0.820509
## PC2094 6.117e-04 2.696e-04 2.269 0.024131 *
## PC2095 5.331e-04 2.946e-04 1.809 0.071590 .
## PC2096 -4.675e-05 2.742e-04 -0.171 0.864741
## PC2097 3.893e-04 2.810e-04 1.385 0.167189
## PC2098 -3.055e-04 2.902e-04 -1.053 0.293533
## PC2099 1.985e-04 3.167e-04 0.627 0.531376
## PC2100 -9.207e-04 2.913e-04 -3.161 0.001765 **
## PC2101 -6.277e-04 2.739e-04 -2.291 0.022756 *
## PC2102 -1.649e-04 2.578e-04 -0.640 0.522949
## PC2103 2.907e-04 3.109e-04 0.935 0.350515
## PC2104 2.928e-04 2.844e-04 1.030 0.304183
## PC2105 -7.309e-04 2.824e-04 -2.588 0.010209 *
## PC2106 -6.485e-05 2.885e-04 -0.225 0.822354
## PC2107 -7.051e-04 2.921e-04 -2.414 0.016485 *
## PC2108 2.314e-04 2.685e-04 0.862 0.389576
## PC2109 1.324e-04 2.883e-04 0.459 0.646401
## PC2110 -4.702e-04 2.970e-04 -1.583 0.114611
## PC2111 1.681e-04 2.847e-04 0.590 0.555452
## PC2112 -6.975e-04 3.073e-04 -2.270 0.024057 *
## PC2113 2.771e-04 3.014e-04 0.919 0.358890
## PC2114 -4.030e-04 3.153e-04 -1.278 0.202285
## PC2115 -1.877e-04 2.715e-04 -0.691 0.490146
## PC2116 4.428e-05 2.938e-04 0.151 0.880336
## PC2117 6.159e-04 3.162e-04 1.948 0.052551 .
## PC2118 -2.884e-04 2.753e-04 -1.048 0.295729
## PC2119 1.720e-04 2.851e-04 0.603 0.546892
## PC2120 -1.238e-04 2.824e-04 -0.438 0.661406
## PC2121 -1.483e-04 2.761e-04 -0.537 0.591733
## PC2122 -4.710e-04 2.756e-04 -1.709 0.088749 .
## PC2123 -1.476e-04 2.704e-04 -0.546 0.585629
## PC2124 9.073e-05 2.827e-04 0.321 0.748554
## PC2125 1.994e-04 2.901e-04 0.688 0.492365
## PC2126 -8.229e-05 3.006e-04 -0.274 0.784492
## PC2127 -2.427e-04 3.008e-04 -0.807 0.420461
## PC2128 -2.650e-04 2.708e-04 -0.978 0.328810
## PC2129 6.319e-04 2.917e-04 2.167 0.031192 *
## PC2130 -7.858e-05 2.852e-04 -0.276 0.783149
## PC2131 5.042e-04 2.855e-04 1.766 0.078576 .
## PC2132 -4.000e-04 2.700e-04 -1.482 0.139686
## PC2133 -2.042e-04 2.839e-04 -0.719 0.472663
## PC2134 3.088e-04 2.959e-04 1.044 0.297532
## PC2135 -1.537e-05 2.681e-04 -0.057 0.954307
## PC2136 1.389e-04 2.844e-04 0.488 0.625785
## PC2137 5.651e-04 3.008e-04 1.879 0.061390 .
## PC2138 2.076e-04 2.958e-04 0.702 0.483578
## PC2139 -5.500e-04 2.761e-04 -1.992 0.047432 *
## PC2140 9.331e-05 2.785e-04 0.335 0.737854
## PC2141 8.156e-05 2.588e-04 0.315 0.752924
## PC2142 4.745e-04 2.830e-04 1.677 0.094841 .
## PC2143 4.106e-04 2.754e-04 1.491 0.137312
## PC2144 -2.777e-05 3.014e-04 -0.092 0.926661
## PC2145 -3.343e-04 2.703e-04 -1.237 0.217231
## PC2146 1.439e-04 2.814e-04 0.511 0.609665
## PC2147 1.893e-04 2.720e-04 0.696 0.487190
## PC2148 -2.841e-04 2.834e-04 -1.002 0.317137
## PC2149 1.919e-04 3.121e-04 0.615 0.539184
## PC2150 -3.438e-05 3.154e-04 -0.109 0.913264
## PC2151 -1.138e-04 2.696e-04 -0.422 0.673247
## PC2152 -3.855e-04 2.987e-04 -1.291 0.197899
## PC2153 -2.600e-04 3.030e-04 -0.858 0.391673
## PC2154 3.942e-04 2.953e-04 1.335 0.183126
## PC2155 2.612e-05 2.950e-04 0.089 0.929501
## PC2156 4.029e-05 2.871e-04 0.140 0.888518
## PC2157 -2.883e-04 2.909e-04 -0.991 0.322547
## PC2158 -2.608e-04 2.792e-04 -0.934 0.351197
## PC2159 3.027e-05 2.818e-04 0.107 0.914533
## PC2160 3.139e-04 2.759e-04 1.138 0.256296
## PC2161 -1.916e-04 2.697e-04 -0.710 0.478113
## PC2162 -2.629e-05 2.913e-04 -0.090 0.928172
## PC2163 1.560e-04 2.829e-04 0.551 0.581858
## PC2164 -3.315e-04 2.789e-04 -1.189 0.235674
## PC2165 2.320e-07 2.743e-04 0.001 0.999326
## PC2166 -2.715e-04 3.015e-04 -0.901 0.368576
## PC2167 3.816e-05 2.647e-04 0.144 0.885480
## PC2168 5.515e-04 2.899e-04 1.902 0.058270 .
## PC2169 -2.206e-04 2.849e-04 -0.774 0.439600
## PC2170 -1.131e-04 2.873e-04 -0.394 0.694276
## PC2171 7.140e-05 2.791e-04 0.256 0.798280
## PC2172 4.903e-04 2.848e-04 1.722 0.086332 .
## PC2173 -4.101e-04 2.835e-04 -1.446 0.149270
## PC2174 2.524e-04 2.894e-04 0.872 0.384014
## PC2175 6.668e-05 2.956e-04 0.226 0.821679
## PC2176 9.289e-04 2.841e-04 3.270 0.001224 **
## PC2177 8.285e-05 2.776e-04 0.298 0.765600
## PC2178 -2.483e-04 2.738e-04 -0.907 0.365408
## PC2179 4.857e-04 2.967e-04 1.637 0.102849
## PC2180 -1.383e-04 2.703e-04 -0.512 0.609373
## PC2181 2.405e-04 2.946e-04 0.816 0.415133
## PC2182 -8.356e-04 2.766e-04 -3.021 0.002773 **
## PC2183 2.077e-04 2.921e-04 0.711 0.477787
## PC2184 4.364e-04 2.762e-04 1.580 0.115359
## PC2185 -3.146e-04 2.857e-04 -1.101 0.271901
## PC2186 1.914e-04 2.802e-04 0.683 0.495197
## PC2187 9.021e-04 2.689e-04 3.354 0.000917 ***
## PC2188 -5.601e-04 2.960e-04 -1.892 0.059598 .
## PC2189 -6.406e-04 3.129e-04 -2.047 0.041650 *
## PC2190 -5.208e-04 3.168e-04 -1.644 0.101381
## PC2191 -2.304e-04 2.752e-04 -0.837 0.403362
## PC2192 5.563e-04 2.849e-04 1.953 0.051950 .
## PC2193 -3.976e-04 2.933e-04 -1.355 0.176493
## PC2194 2.761e-04 2.705e-04 1.020 0.308538
## PC2195 2.230e-04 3.003e-04 0.743 0.458387
## PC2196 2.375e-04 2.783e-04 0.854 0.394175
## PC2197 5.140e-04 2.968e-04 1.732 0.084496 .
## PC2198 -1.896e-04 2.908e-04 -0.652 0.514886
## PC2199 -3.872e-04 3.206e-04 -1.208 0.228255
## PC2200 -2.890e-04 2.978e-04 -0.970 0.332756
## PC2201 3.242e-04 3.080e-04 1.053 0.293440
## PC2202 -5.679e-04 2.877e-04 -1.974 0.049432 *
## PC2203 -5.218e-04 2.753e-04 -1.895 0.059194 .
## PC2204 1.689e-04 3.003e-04 0.562 0.574335
## PC2205 -2.625e-05 2.951e-04 -0.089 0.929210
## PC2206 -1.696e-04 2.823e-04 -0.601 0.548655
## PC2207 2.327e-04 2.814e-04 0.827 0.409028
## PC2208 -3.042e-04 2.860e-04 -1.064 0.288496
## PC2209 8.553e-04 2.941e-04 2.908 0.003957 **
## PC2210 9.699e-04 2.792e-04 3.473 0.000604 ***
## PC2211 2.948e-04 2.725e-04 1.082 0.280425
## PC2212 3.469e-04 2.848e-04 1.218 0.224396
## PC2213 2.030e-04 3.046e-04 0.666 0.505785
## PC2214 -5.956e-04 2.824e-04 -2.109 0.035959 *
## PC2215 -2.401e-04 3.023e-04 -0.794 0.427935
## PC2216 -1.225e-04 3.024e-04 -0.405 0.685671
## PC2217 -8.234e-04 3.160e-04 -2.605 0.009722 **
## PC2218 -6.331e-04 2.863e-04 -2.211 0.027898 *
## PC2219 -2.091e-04 2.800e-04 -0.747 0.455750
## PC2220 -3.240e-04 2.674e-04 -1.212 0.226788
## PC2221 -4.027e-04 2.879e-04 -1.399 0.163163
## PC2222 -3.941e-04 2.916e-04 -1.352 0.177702
## PC2223 -1.729e-04 2.857e-04 -0.605 0.545605
## PC2224 4.062e-04 3.002e-04 1.353 0.177204
## PC2225 -1.502e-04 2.791e-04 -0.538 0.590786
## PC2226 -5.955e-04 2.792e-04 -2.133 0.033901 *
## PC2227 -1.528e-04 2.966e-04 -0.515 0.606830
## PC2228 1.347e-04 2.883e-04 0.467 0.640673
## PC2229 -7.181e-04 2.967e-04 -2.421 0.016198 *
## PC2230 2.186e-04 3.094e-04 0.707 0.480418
## PC2231 -3.401e-04 2.781e-04 -1.223 0.222533
## PC2232 -2.386e-04 2.989e-04 -0.798 0.425613
## PC2233 3.786e-04 3.050e-04 1.241 0.215612
## PC2234 -4.023e-04 2.873e-04 -1.400 0.162697
## PC2235 3.065e-04 2.682e-04 1.143 0.254191
## PC2236 2.941e-05 2.784e-04 0.106 0.915929
## PC2237 1.647e-04 2.799e-04 0.588 0.556821
## PC2238 4.328e-05 2.854e-04 0.152 0.879602
## PC2239 -9.465e-05 2.888e-04 -0.328 0.743359
## PC2240 -3.081e-04 2.800e-04 -1.100 0.272336
## PC2241 1.683e-04 2.860e-04 0.589 0.556631
## PC2242 -1.943e-04 2.849e-04 -0.682 0.495757
## PC2243 -5.882e-04 2.879e-04 -2.043 0.042055 *
## PC2244 5.939e-05 3.022e-04 0.197 0.844329
## PC2245 -5.279e-05 2.677e-04 -0.197 0.843833
## PC2246 4.670e-05 2.975e-04 0.157 0.875382
## PC2247 1.763e-05 2.768e-04 0.064 0.949251
## PC2248 -8.286e-04 3.079e-04 -2.691 0.007600 **
## PC2249 -3.093e-04 3.104e-04 -0.996 0.320077
## PC2250 -1.667e-04 3.048e-04 -0.547 0.585026
## PC2251 -1.691e-04 2.928e-04 -0.578 0.564065
## PC2252 9.466e-05 2.814e-04 0.336 0.736852
## PC2253 -1.084e-04 2.969e-04 -0.365 0.715240
## PC2254 2.710e-04 3.070e-04 0.883 0.378209
## PC2255 -1.059e-04 2.689e-04 -0.394 0.694089
## PC2256 1.971e-04 3.193e-04 0.617 0.537504
## PC2257 -2.362e-04 2.653e-04 -0.890 0.374113
## PC2258 3.402e-05 2.951e-04 0.115 0.908318
## PC2259 1.205e-05 2.954e-04 0.041 0.967488
## PC2260 6.043e-06 3.094e-04 0.020 0.984431
## PC2261 3.069e-04 2.715e-04 1.130 0.259395
## PC2262 3.764e-04 3.016e-04 1.248 0.213081
## PC2263 3.588e-05 2.896e-04 0.124 0.901507
## PC2264 -3.007e-05 2.909e-04 -0.103 0.917768
## PC2265 2.962e-04 3.012e-04 0.983 0.326362
## PC2266 -9.246e-05 2.852e-04 -0.324 0.746074
## PC2267 -3.333e-04 2.994e-04 -1.113 0.266730
## PC2268 -5.504e-04 2.802e-04 -1.964 0.050611 .
## PC2269 3.150e-04 2.852e-04 1.105 0.270299
## PC2270 1.841e-04 2.878e-04 0.640 0.522860
## PC2271 6.381e-04 3.252e-04 1.962 0.050830 .
## PC2272 2.450e-04 2.790e-04 0.878 0.380696
## PC2273 -4.217e-04 2.986e-04 -1.412 0.159081
## PC2274 6.811e-04 3.008e-04 2.265 0.024381 *
## PC2275 -3.237e-04 3.017e-04 -1.073 0.284342
## PC2276 -7.957e-04 2.824e-04 -2.818 0.005216 **
## PC2277 -7.720e-04 2.980e-04 -2.591 0.010128 *
## PC2278 -2.043e-04 2.723e-04 -0.750 0.453773
## PC2279 -2.692e-04 2.917e-04 -0.923 0.357032
## PC2280 3.519e-04 2.809e-04 1.253 0.211446
## PC2281 -2.629e-04 3.295e-04 -0.798 0.425742
## PC2282 4.001e-04 2.938e-04 1.362 0.174518
## PC2283 8.097e-06 2.997e-04 0.027 0.978466
## PC2284 3.540e-05 2.764e-04 0.128 0.898206
## PC2285 -2.002e-04 2.954e-04 -0.678 0.498575
## PC2286 -4.406e-04 2.925e-04 -1.506 0.133187
## PC2287 -2.322e-04 2.820e-04 -0.823 0.411095
## PC2288 -1.492e-04 3.038e-04 -0.491 0.623863
## PC2289 6.444e-05 2.917e-04 0.221 0.825367
## PC2290 2.102e-05 2.860e-04 0.074 0.941464
## PC2291 4.209e-04 2.832e-04 1.486 0.138434
## PC2292 -4.015e-04 2.783e-04 -1.443 0.150325
## PC2293 2.373e-04 2.653e-04 0.895 0.371792
## PC2294 3.931e-04 2.826e-04 1.391 0.165422
## PC2295 4.377e-06 3.071e-04 0.014 0.988637
## PC2296 -3.082e-04 2.921e-04 -1.055 0.292414
## PC2297 -3.476e-04 2.862e-04 -1.215 0.225663
## PC2298 -1.733e-04 2.922e-04 -0.593 0.553674
## PC2299 -1.349e-04 2.948e-04 -0.458 0.647530
## PC2300 -1.069e-03 2.927e-04 -3.654 0.000314 ***
## PC2301 -1.050e-04 2.759e-04 -0.380 0.703975
## PC2302 -2.717e-04 2.669e-04 -1.018 0.309673
## PC2303 3.598e-05 3.006e-04 0.120 0.904839
## PC2304 2.712e-04 3.061e-04 0.886 0.376490
## PC2305 -1.055e-04 2.826e-04 -0.373 0.709329
## PC2306 -1.208e-04 2.880e-04 -0.420 0.675171
## PC2307 8.096e-04 3.041e-04 2.662 0.008262 **
## PC2308 -3.483e-04 2.941e-04 -1.184 0.237448
## PC2309 -5.184e-04 2.964e-04 -1.749 0.081522 .
## PC2310 1.720e-04 2.919e-04 0.589 0.556348
## PC2311 -6.106e-04 2.678e-04 -2.280 0.023440 *
## PC2312 -1.185e-04 2.807e-04 -0.422 0.673263
## PC2313 2.394e-04 2.886e-04 0.830 0.407595
## PC2314 -7.014e-04 3.168e-04 -2.214 0.027698 *
## PC2315 -2.402e-04 2.973e-04 -0.808 0.419835
## PC2316 3.630e-04 2.880e-04 1.261 0.208576
## PC2317 1.139e-06 2.854e-04 0.004 0.996819
## PC2318 2.781e-04 3.031e-04 0.917 0.359815
## PC2319 -1.378e-04 2.723e-04 -0.506 0.613341
## PC2320 2.317e-04 2.733e-04 0.848 0.397367
## PC2321 -2.657e-05 2.813e-04 -0.094 0.924830
## PC2322 2.895e-04 3.054e-04 0.948 0.344040
## PC2323 -4.703e-04 2.768e-04 -1.699 0.090529 .
## PC2324 2.148e-05 2.984e-04 0.072 0.942674
## PC2325 6.280e-04 2.947e-04 2.131 0.034052 *
## PC2326 -2.258e-04 2.884e-04 -0.783 0.434329
## PC2327 8.807e-04 2.761e-04 3.190 0.001603 **
## PC2328 -4.178e-04 2.917e-04 -1.433 0.153206
## PC2329 -3.414e-04 2.950e-04 -1.157 0.248251
## PC2330 9.185e-05 3.109e-04 0.295 0.767932
## PC2331 -1.015e-03 2.900e-04 -3.499 0.000551 ***
## PC2332 2.308e-04 2.820e-04 0.819 0.413837
## PC2333 1.826e-04 2.826e-04 0.646 0.518697
## PC2334 5.141e-04 2.959e-04 1.737 0.083582 .
## PC2335 3.059e-04 2.937e-04 1.042 0.298626
## PC2336 1.159e-04 2.903e-04 0.399 0.690168
## PC2337 1.950e-04 2.717e-04 0.718 0.473661
## PC2338 -2.117e-04 3.082e-04 -0.687 0.492917
## PC2339 -2.957e-04 3.140e-04 -0.942 0.347227
## PC2340 -2.329e-04 2.894e-04 -0.805 0.421782
## PC2341 5.506e-04 3.089e-04 1.782 0.075889 .
## PC2342 5.584e-04 2.820e-04 1.981 0.048724 *
## PC2343 -7.090e-04 3.234e-04 -2.192 0.029290 *
## PC2344 -1.529e-04 2.871e-04 -0.533 0.594807
## PC2345 2.736e-04 2.718e-04 1.007 0.315099
## PC2346 1.279e-04 2.855e-04 0.448 0.654471
## PC2347 2.681e-04 2.887e-04 0.928 0.354077
## PC2348 1.049e-04 2.831e-04 0.371 0.711271
## PC2349 3.418e-04 2.858e-04 1.196 0.232742
## PC2350 -8.179e-06 3.104e-04 -0.026 0.979002
## PC2351 1.577e-04 2.991e-04 0.527 0.598466
## PC2352 -7.481e-05 2.876e-04 -0.260 0.794998
## PC2353 7.586e-04 3.082e-04 2.461 0.014519 *
## PC2354 3.296e-04 2.861e-04 1.152 0.250436
## PC2355 1.258e-04 2.695e-04 0.467 0.640986
## PC2356 -1.696e-04 2.741e-04 -0.618 0.536820
## PC2357 5.095e-04 2.810e-04 1.813 0.070975 .
## PC2358 3.592e-04 2.721e-04 1.320 0.188037
## PC2359 1.806e-04 2.802e-04 0.645 0.519779
## PC2360 -2.820e-04 2.835e-04 -0.995 0.320759
## PC2361 5.291e-04 2.954e-04 1.791 0.074516 .
## PC2362 3.042e-04 2.840e-04 1.071 0.285103
## PC2363 -1.001e-04 3.068e-04 -0.326 0.744474
## PC2364 -3.886e-05 3.023e-04 -0.129 0.897827
## PC2365 1.622e-04 2.904e-04 0.559 0.576992
## PC2366 3.244e-04 2.775e-04 1.169 0.243607
## PC2367 -1.250e-04 2.937e-04 -0.425 0.670846
## PC2368 -3.294e-04 2.895e-04 -1.138 0.256125
## PC2369 -6.505e-05 2.750e-04 -0.237 0.813220
## PC2370 2.679e-04 3.033e-04 0.883 0.378042
## PC2371 4.876e-05 2.853e-04 0.171 0.864442
## PC2372 -6.481e-04 2.935e-04 -2.208 0.028127 *
## PC2373 -5.975e-04 3.097e-04 -1.929 0.054812 .
## PC2374 4.463e-04 2.719e-04 1.641 0.102003
## PC2375 -1.965e-04 2.635e-04 -0.746 0.456428
## PC2376 6.793e-04 2.891e-04 2.350 0.019552 *
## PC2377 -1.931e-04 2.786e-04 -0.693 0.488777
## PC2378 3.075e-05 2.915e-04 0.106 0.916056
## PC2379 7.872e-04 3.064e-04 2.569 0.010778 *
## PC2380 6.503e-04 2.961e-04 2.196 0.028966 *
## PC2381 -2.925e-04 2.869e-04 -1.020 0.308928
## PC2382 -6.041e-04 2.761e-04 -2.188 0.029546 *
## PC2383 2.528e-04 2.931e-04 0.862 0.389242
## PC2384 2.073e-04 2.847e-04 0.728 0.467208
## PC2385 4.691e-04 2.958e-04 1.586 0.113959
## PC2386 4.942e-04 3.091e-04 1.599 0.111111
## PC2387 1.432e-04 3.003e-04 0.477 0.633816
## PC2388 -2.071e-04 2.767e-04 -0.748 0.454877
## PC2389 -3.555e-04 2.980e-04 -1.193 0.233905
## PC2390 3.447e-04 2.902e-04 1.188 0.235988
## PC2391 3.124e-04 2.829e-04 1.104 0.270466
## PC2392 -5.123e-04 3.048e-04 -1.680 0.094117 .
## PC2393 2.074e-04 2.873e-04 0.722 0.471094
## PC2394 -2.104e-04 2.769e-04 -0.760 0.448128
## PC2395 3.467e-04 2.727e-04 1.272 0.204682
## PC2396 9.875e-04 3.135e-04 3.150 0.001828 **
## PC2397 -6.872e-04 2.961e-04 -2.321 0.021083 *
## PC2398 -2.234e-04 2.944e-04 -0.759 0.448663
## PC2399 -2.601e-04 2.946e-04 -0.883 0.378197
## PC2400 1.586e-04 2.856e-04 0.555 0.579216
## PC2401 6.853e-04 2.768e-04 2.476 0.013929 *
## PC2402 9.745e-05 2.994e-04 0.325 0.745127
## PC2403 2.492e-04 2.889e-04 0.863 0.389127
## PC2404 -2.646e-04 2.952e-04 -0.897 0.370828
## PC2405 -3.028e-04 3.031e-04 -0.999 0.318687
## PC2406 2.260e-04 2.975e-04 0.760 0.448146
## PC2407 -1.343e-04 2.739e-04 -0.490 0.624233
## PC2408 2.135e-04 3.289e-04 0.649 0.516909
## PC2409 3.331e-04 3.133e-04 1.063 0.288753
## PC2410 -8.146e-05 2.883e-04 -0.283 0.777749
## PC2411 -7.146e-04 2.963e-04 -2.412 0.016592 *
## PC2412 -9.648e-05 3.005e-04 -0.321 0.748442
## PC2413 9.805e-05 2.812e-04 0.349 0.727670
## PC2414 1.340e-04 2.864e-04 0.468 0.640127
## PC2415 -2.616e-04 3.152e-04 -0.830 0.407257
## PC2416 -2.059e-04 2.920e-04 -0.705 0.481432
## PC2417 -3.053e-04 3.095e-04 -0.986 0.325011
## PC2418 -6.440e-05 3.050e-04 -0.211 0.832942
## PC2419 -4.853e-04 2.981e-04 -1.628 0.104711
## PC2420 2.201e-04 2.823e-04 0.780 0.436250
## PC2421 5.416e-04 3.091e-04 1.752 0.080977 .
## PC2422 -3.704e-04 3.052e-04 -1.214 0.226001
## PC2423 9.733e-04 2.814e-04 3.458 0.000637 ***
## PC2424 6.542e-04 3.044e-04 2.149 0.032551 *
## PC2425 -1.761e-04 2.858e-04 -0.616 0.538200
## PC2426 -2.127e-04 2.807e-04 -0.758 0.449290
## PC2427 -2.060e-04 2.786e-04 -0.739 0.460298
## PC2428 2.138e-04 2.996e-04 0.714 0.476073
## PC2429 -8.844e-05 2.920e-04 -0.303 0.762259
## PC2430 1.069e-04 3.115e-04 0.343 0.731787
## PC2431 3.191e-04 2.959e-04 1.078 0.281876
## PC2432 4.624e-04 2.880e-04 1.606 0.109622
## PC2433 -2.629e-04 2.997e-04 -0.877 0.381162
## PC2434 -4.389e-04 3.041e-04 -1.443 0.150241
## PC2435 -9.378e-05 2.991e-04 -0.314 0.754110
## PC2436 -3.074e-04 2.874e-04 -1.070 0.285833
## PC2437 -3.119e-04 3.079e-04 -1.013 0.311905
## PC2438 -9.380e-06 3.069e-04 -0.031 0.975641
## PC2439 2.693e-04 2.730e-04 0.987 0.324821
## PC2440 -1.060e-04 2.790e-04 -0.380 0.704351
## PC2441 -6.721e-04 3.019e-04 -2.227 0.026855 *
## PC2442 1.942e-04 2.941e-04 0.660 0.509615
## PC2443 -1.797e-04 2.899e-04 -0.620 0.535927
## PC2444 -3.120e-05 2.804e-04 -0.111 0.911473
## PC2445 3.996e-04 2.832e-04 1.411 0.159386
## PC2446 -3.344e-04 2.922e-04 -1.145 0.253415
## PC2447 2.559e-04 2.825e-04 0.906 0.365758
## PC2448 -1.030e-04 3.021e-04 -0.341 0.733485
## PC2449 3.324e-04 3.173e-04 1.048 0.295780
## PC2450 3.712e-04 2.929e-04 1.267 0.206188
## PC2451 4.959e-04 3.001e-04 1.653 0.099634 .
## PC2452 -1.670e-04 2.945e-04 -0.567 0.571200
## PC2453 1.478e-04 3.378e-04 0.438 0.662120
## PC2454 -5.412e-05 3.113e-04 -0.174 0.862116
## PC2455 9.923e-05 2.962e-04 0.335 0.737880
## PC2456 -1.187e-04 2.915e-04 -0.407 0.684207
## PC2457 -5.797e-04 2.956e-04 -1.961 0.050942 .
## PC2458 7.739e-04 3.129e-04 2.473 0.014050 *
## PC2459 -7.968e-04 2.997e-04 -2.659 0.008345 **
## PC2460 -5.044e-04 3.211e-04 -1.571 0.117500
## PC2461 -2.092e-04 2.847e-04 -0.735 0.463277
## PC2462 4.475e-05 2.855e-04 0.157 0.875572
## PC2463 -1.011e-04 3.069e-04 -0.330 0.742027
## PC2464 4.243e-04 2.988e-04 1.420 0.156859
## PC2465 2.079e-04 2.738e-04 0.759 0.448420
## PC2466 -1.848e-04 3.012e-04 -0.613 0.540134
## PC2467 2.945e-04 2.955e-04 0.996 0.319992
## PC2468 -1.216e-04 2.737e-04 -0.444 0.657168
## PC2469 -3.501e-04 2.549e-04 -1.373 0.170838
## PC2470 4.069e-04 2.793e-04 1.457 0.146400
## PC2471 1.374e-04 3.010e-04 0.456 0.648447
## PC2472 -6.460e-04 2.956e-04 -2.185 0.029769 *
## PC2473 -7.317e-04 3.133e-04 -2.335 0.020309 *
## PC2474 7.897e-04 3.074e-04 2.569 0.010756 *
## PC2475 -2.035e-05 2.824e-04 -0.072 0.942612
## PC2476 2.807e-04 3.068e-04 0.915 0.361040
## PC2477 4.595e-04 2.788e-04 1.648 0.100562
## PC2478 -1.340e-04 2.900e-04 -0.462 0.644377
## PC2479 9.475e-04 2.997e-04 3.162 0.001758 **
## PC2480 -7.970e-04 3.010e-04 -2.648 0.008608 **
## PC2481 -2.359e-04 2.795e-04 -0.844 0.399499
## PC2482 -1.264e-04 2.938e-04 -0.430 0.667347
## PC2483 -1.615e-04 2.940e-04 -0.549 0.583356
## PC2484 4.310e-05 2.805e-04 0.154 0.877997
## PC2485 1.891e-04 2.801e-04 0.675 0.500108
## PC2486 3.580e-05 2.974e-04 0.120 0.904288
## PC2487 4.594e-04 2.871e-04 1.600 0.110789
## PC2488 -4.171e-04 3.098e-04 -1.346 0.179345
## PC2489 4.674e-04 2.908e-04 1.607 0.109308
## PC2490 2.930e-04 2.900e-04 1.010 0.313294
## PC2491 1.372e-04 3.032e-04 0.453 0.651269
## PC2492 -1.187e-04 2.920e-04 -0.406 0.684739
## PC2493 -9.876e-04 2.918e-04 -3.385 0.000825 ***
## PC2494 -4.590e-04 3.073e-04 -1.493 0.136548
## PC2495 -8.637e-05 3.056e-04 -0.283 0.777736
## PC2496 -1.612e-04 3.136e-04 -0.514 0.607614
## PC2497 -5.259e-04 3.090e-04 -1.702 0.089966 .
## PC2498 7.794e-04 3.189e-04 2.444 0.015215 *
## PC2499 -1.456e-04 2.978e-04 -0.489 0.625379
## PC2500 1.491e-04 2.940e-04 0.507 0.612428
## PC2501 5.101e-04 2.716e-04 1.878 0.061490 .
## PC2502 -2.884e-04 3.028e-04 -0.952 0.341770
## PC2503 3.714e-04 3.181e-04 1.167 0.244133
## PC2504 1.646e-04 3.002e-04 0.548 0.583919
## PC2505 -6.642e-04 2.867e-04 -2.316 0.021341 *
## PC2506 1.978e-04 3.112e-04 0.636 0.525661
## PC2507 2.764e-04 2.843e-04 0.972 0.331976
## PC2508 -1.530e-04 2.836e-04 -0.540 0.589913
## PC2509 5.893e-05 3.015e-04 0.195 0.845205
## PC2510 1.324e-04 3.058e-04 0.433 0.665278
## PC2511 -4.917e-04 3.013e-04 -1.632 0.103919
## PC2512 3.776e-04 3.138e-04 1.203 0.229957
## PC2513 4.179e-04 3.057e-04 1.367 0.172902
## PC2514 5.477e-04 3.006e-04 1.822 0.069642 .
## PC2515 5.281e-04 3.076e-04 1.717 0.087235 .
## PC2516 2.044e-04 2.791e-04 0.732 0.464594
## PC2517 -2.982e-04 3.085e-04 -0.967 0.334596
## PC2518 -1.697e-04 2.859e-04 -0.594 0.553283
## PC2519 -1.147e-04 3.026e-04 -0.379 0.705000
## PC2520 2.150e-04 3.022e-04 0.711 0.477546
## PC2521 -1.677e-05 3.009e-04 -0.056 0.955600
## PC2522 -3.684e-04 3.021e-04 -1.219 0.223797
## PC2523 -5.743e-04 2.885e-04 -1.991 0.047586 *
## PC2524 6.470e-05 2.947e-04 0.220 0.826418
## PC2525 -2.901e-04 2.966e-04 -0.978 0.328978
## PC2526 -8.079e-04 3.060e-04 -2.640 0.008796 **
## PC2527 -2.564e-04 3.077e-04 -0.833 0.405390
## PC2528 3.556e-04 3.149e-04 1.129 0.259859
## PC2529 -4.932e-05 3.049e-04 -0.162 0.871636
## PC2530 -4.540e-04 3.096e-04 -1.466 0.143790
## PC2531 -3.254e-04 3.056e-04 -1.065 0.287940
## PC2532 -2.544e-04 2.794e-04 -0.911 0.363378
## PC2533 7.198e-04 3.215e-04 2.239 0.026028 *
## PC2534 -3.841e-04 3.043e-04 -1.262 0.208104
## PC2535 4.206e-04 2.844e-04 1.479 0.140504
## PC2536 -3.746e-04 2.823e-04 -1.327 0.185726
## PC2537 -7.792e-04 2.976e-04 -2.619 0.009362 **
## PC2538 1.389e-04 2.785e-04 0.499 0.618323
## PC2539 -4.718e-04 2.913e-04 -1.620 0.106502
## PC2540 4.196e-04 3.139e-04 1.337 0.182486
## PC2541 -4.946e-05 2.948e-04 -0.168 0.866905
## PC2542 4.017e-04 3.003e-04 1.338 0.182177
## PC2543 6.603e-04 3.024e-04 2.183 0.029923 *
## PC2544 -1.027e-04 2.929e-04 -0.351 0.726178
## PC2545 -1.418e-04 2.820e-04 -0.503 0.615489
## PC2546 -1.449e-04 2.917e-04 -0.497 0.619854
## PC2547 2.548e-04 2.876e-04 0.886 0.376508
## PC2548 4.541e-04 3.016e-04 1.506 0.133427
## PC2549 4.037e-04 3.060e-04 1.319 0.188203
## PC2550 -2.683e-04 2.987e-04 -0.898 0.369902
## PC2551 -3.382e-04 3.002e-04 -1.126 0.261034
## PC2552 -1.008e-04 2.976e-04 -0.339 0.735044
## PC2553 1.977e-04 2.691e-04 0.735 0.463230
## PC2554 -1.733e-04 2.966e-04 -0.584 0.559553
## PC2555 -8.235e-06 3.013e-04 -0.027 0.978217
## PC2556 -2.564e-05 3.054e-04 -0.084 0.933168
## PC2557 -3.947e-04 3.041e-04 -1.298 0.195552
## PC2558 5.711e-04 2.764e-04 2.066 0.039806 *
## PC2559 8.429e-05 3.152e-04 0.267 0.789342
## PC2560 3.435e-05 2.870e-04 0.120 0.904832
## PC2561 7.265e-05 3.008e-04 0.241 0.809370
## PC2562 -2.255e-04 2.879e-04 -0.783 0.434240
## PC2563 -4.748e-04 2.866e-04 -1.657 0.098760 .
## PC2564 -4.828e-04 2.909e-04 -1.659 0.098251 .
## PC2565 2.035e-04 2.705e-04 0.752 0.452521
## PC2566 -1.456e-04 2.834e-04 -0.514 0.607720
## PC2567 -1.177e-04 3.259e-04 -0.361 0.718237
## PC2568 -2.088e-04 3.063e-04 -0.682 0.496137
## PC2569 -1.611e-04 3.031e-04 -0.531 0.595572
## PC2570 1.155e-04 2.656e-04 0.435 0.663948
## PC2571 -7.007e-05 2.827e-04 -0.248 0.804480
## PC2572 1.719e-04 2.898e-04 0.593 0.553448
## PC2573 3.176e-04 3.191e-04 0.995 0.320445
## PC2574 -1.263e-04 2.862e-04 -0.441 0.659265
## PC2575 -5.298e-04 2.882e-04 -1.838 0.067191 .
## PC2576 -2.115e-04 2.713e-04 -0.780 0.436333
## PC2577 4.239e-04 3.021e-04 1.403 0.161791
## PC2578 1.728e-04 2.878e-04 0.600 0.548801
## PC2579 -1.344e-04 3.115e-04 -0.431 0.666602
## PC2580 9.229e-05 2.981e-04 0.310 0.757161
## PC2581 3.122e-04 2.892e-04 1.080 0.281363
## PC2582 2.464e-04 2.757e-04 0.894 0.372309
## PC2583 1.113e-04 3.129e-04 0.356 0.722277
## PC2584 6.716e-04 2.859e-04 2.349 0.019567 *
## PC2585 3.113e-04 3.041e-04 1.024 0.306821
## PC2586 -4.580e-04 3.026e-04 -1.513 0.131398
## PC2587 1.634e-04 3.152e-04 0.518 0.604698
## PC2588 1.906e-04 2.701e-04 0.706 0.481076
## PC2589 -6.921e-05 2.939e-04 -0.235 0.814013
## PC2590 -1.741e-04 3.040e-04 -0.573 0.567375
## PC2591 4.138e-04 2.878e-04 1.438 0.151752
## PC2592 -2.082e-04 2.843e-04 -0.732 0.464672
## PC2593 -4.121e-04 2.888e-04 -1.427 0.154922
## PC2594 -1.073e-04 3.277e-04 -0.328 0.743559
## PC2595 2.692e-04 3.019e-04 0.892 0.373438
## PC2596 -1.776e-06 2.912e-04 -0.006 0.995137
## PC2597 -3.729e-04 2.871e-04 -1.299 0.195217
## PC2598 6.129e-04 3.145e-04 1.949 0.052429 .
## PC2599 -1.570e-04 3.041e-04 -0.516 0.606063
## PC2600 2.350e-04 2.943e-04 0.799 0.425319
## PC2601 -6.524e-05 2.977e-04 -0.219 0.826736
## PC2602 -4.659e-04 3.147e-04 -1.480 0.140009
## PC2603 -5.501e-04 2.890e-04 -1.903 0.058160 .
## PC2604 1.642e-05 3.088e-04 0.053 0.957632
## PC2605 -1.625e-04 2.923e-04 -0.556 0.578655
## PC2606 5.865e-05 3.002e-04 0.195 0.845273
## PC2607 -2.762e-04 3.045e-04 -0.907 0.365269
## PC2608 -6.763e-04 2.825e-04 -2.394 0.017376 *
## PC2609 -1.313e-04 2.915e-04 -0.451 0.652731
## PC2610 1.933e-04 3.037e-04 0.636 0.525033
## PC2611 -3.205e-04 2.954e-04 -1.085 0.278951
## PC2612 -3.442e-04 3.152e-04 -1.092 0.276000
## PC2613 -7.027e-04 2.773e-04 -2.534 0.011877 *
## PC2614 -9.235e-05 2.963e-04 -0.312 0.755544
## PC2615 -3.099e-04 2.916e-04 -1.063 0.288905
## PC2616 -2.839e-06 3.037e-04 -0.009 0.992549
## PC2617 6.382e-05 2.975e-04 0.214 0.830345
## PC2618 -8.557e-04 2.998e-04 -2.854 0.004669 **
## PC2619 2.809e-04 2.928e-04 0.959 0.338267
## PC2620 1.317e-03 3.246e-04 4.059 6.57e-05 ***
## PC2621 1.772e-04 3.256e-04 0.544 0.586767
## PC2622 -1.301e-05 2.850e-04 -0.046 0.963612
## PC2623 4.225e-04 3.040e-04 1.390 0.165873
## PC2624 2.437e-05 2.940e-04 0.083 0.934008
## PC2625 -7.517e-05 3.055e-04 -0.246 0.805827
## PC2626 -4.827e-04 2.993e-04 -1.613 0.108022
## PC2627 2.146e-04 3.126e-04 0.686 0.493029
## PC2628 -3.113e-04 2.934e-04 -1.061 0.289673
## PC2629 -1.166e-04 3.087e-04 -0.378 0.705999
## PC2630 -3.581e-04 3.121e-04 -1.148 0.252234
## PC2631 4.552e-04 3.023e-04 1.505 0.133462
## PC2632 -4.214e-04 2.790e-04 -1.510 0.132182
## PC2633 -8.070e-05 3.025e-04 -0.267 0.789876
## PC2634 4.031e-04 2.894e-04 1.393 0.164756
## PC2635 1.358e-04 3.095e-04 0.439 0.661170
## PC2636 -1.191e-04 3.030e-04 -0.393 0.694590
## PC2637 2.153e-04 2.943e-04 0.732 0.464999
## PC2638 2.681e-04 2.993e-04 0.896 0.371259
## PC2639 7.040e-04 3.209e-04 2.193 0.029178 *
## PC2640 -1.853e-04 2.770e-04 -0.669 0.504053
## PC2641 2.400e-04 3.004e-04 0.799 0.425073
## PC2642 7.970e-06 3.080e-04 0.026 0.979374
## PC2643 4.184e-04 2.962e-04 1.413 0.158964
## PC2644 1.319e-04 2.880e-04 0.458 0.647249
## PC2645 -1.040e-04 2.945e-04 -0.353 0.724142
## PC2646 3.149e-04 3.051e-04 1.032 0.303002
## PC2647 -4.092e-04 2.967e-04 -1.379 0.169016
## PC2648 -4.788e-04 3.067e-04 -1.561 0.119783
## PC2649 -6.753e-04 3.008e-04 -2.245 0.025621 *
## PC2650 1.346e-04 3.185e-04 0.423 0.672915
## PC2651 4.673e-05 3.091e-04 0.151 0.879952
## PC2652 -9.427e-05 3.106e-04 -0.304 0.761719
## PC2653 -1.969e-04 3.080e-04 -0.639 0.523193
## PC2654 2.375e-04 3.042e-04 0.781 0.435633
## PC2655 4.639e-04 2.919e-04 1.589 0.113260
## PC2656 -3.096e-05 3.175e-04 -0.098 0.922403
## PC2657 -3.362e-05 2.894e-04 -0.116 0.907627
## PC2658 -1.838e-05 2.989e-04 -0.061 0.951015
## PC2659 -1.771e-04 2.914e-04 -0.608 0.543882
## PC2660 4.055e-04 3.059e-04 1.326 0.186196
## PC2661 -7.545e-04 3.109e-04 -2.427 0.015931 *
## PC2662 3.865e-04 3.022e-04 1.279 0.202113
## PC2663 -1.830e-04 3.057e-04 -0.599 0.549904
## PC2664 3.883e-04 2.863e-04 1.356 0.176189
## PC2665 4.475e-04 2.850e-04 1.570 0.117642
## PC2666 6.380e-04 2.710e-04 2.354 0.019314 *
## PC2667 1.758e-04 2.914e-04 0.603 0.546900
## PC2668 5.907e-04 2.989e-04 1.976 0.049214 *
## PC2669 4.987e-05 3.085e-04 0.162 0.871713
## PC2670 -3.876e-05 3.019e-04 -0.128 0.897939
## PC2671 -5.552e-05 3.059e-04 -0.182 0.856106
## PC2672 5.543e-04 2.854e-04 1.942 0.053194 .
## PC2673 -5.964e-04 3.267e-04 -1.826 0.069072 .
## PC2674 -1.654e-04 3.162e-04 -0.523 0.601265
## PC2675 -1.022e-03 3.003e-04 -3.404 0.000772 ***
## PC2676 -5.018e-05 3.079e-04 -0.163 0.870678
## PC2677 -1.309e-03 2.933e-04 -4.463 1.22e-05 ***
## PC2678 -5.632e-04 3.100e-04 -1.817 0.070412 .
## PC2679 -1.774e-04 3.147e-04 -0.564 0.573356
## PC2680 -2.867e-04 2.910e-04 -0.985 0.325420
## PC2681 -4.917e-04 3.175e-04 -1.549 0.122719
## PC2682 1.083e-03 3.180e-04 3.407 0.000764 ***
## PC2683 -5.266e-04 3.029e-04 -1.738 0.083383 .
## PC2684 -7.157e-04 3.365e-04 -2.127 0.034390 *
## PC2685 -1.886e-04 3.028e-04 -0.623 0.534023
## PC2686 -3.315e-04 2.856e-04 -1.161 0.246913
## PC2687 2.217e-04 2.951e-04 0.751 0.453158
## PC2688 -2.694e-04 2.864e-04 -0.941 0.347822
## PC2689 9.257e-05 3.369e-04 0.275 0.783739
## PC2690 2.855e-04 2.986e-04 0.956 0.340020
## PC2691 1.406e-04 2.980e-04 0.472 0.637463
## PC2692 2.718e-05 2.974e-04 0.091 0.927268
## PC2693 -7.229e-04 3.187e-04 -2.268 0.024151 *
## PC2694 -4.238e-04 2.879e-04 -1.472 0.142261
## PC2695 -4.126e-04 2.892e-04 -1.427 0.154920
## PC2696 -9.642e-05 3.060e-04 -0.315 0.752938
## PC2697 1.674e-04 2.977e-04 0.562 0.574432
## PC2698 -6.857e-04 3.189e-04 -2.150 0.032499 *
## PC2699 1.127e-04 3.230e-04 0.349 0.727527
## PC2700 -5.200e-04 3.019e-04 -1.723 0.086180 .
## PC2701 -5.606e-04 3.043e-04 -1.842 0.066591 .
## PC2702 2.262e-04 3.125e-04 0.724 0.469837
## PC2703 -3.779e-04 2.877e-04 -1.313 0.190258
## PC2704 2.434e-04 2.955e-04 0.824 0.410731
## PC2705 -1.148e-04 2.884e-04 -0.398 0.690983
## PC2706 1.470e-04 3.178e-04 0.463 0.644094
## PC2707 7.500e-04 3.100e-04 2.419 0.016250 *
## PC2708 -1.629e-04 3.019e-04 -0.540 0.589962
## PC2709 5.849e-04 3.139e-04 1.863 0.063577 .
## PC2710 -1.504e-04 3.141e-04 -0.479 0.632596
## PC2711 -6.424e-04 3.134e-04 -2.050 0.041418 *
## PC2712 2.159e-04 2.767e-04 0.780 0.436091
## PC2713 -3.921e-04 3.267e-04 -1.200 0.231108
## PC2714 -2.756e-05 2.921e-04 -0.094 0.924888
## PC2715 1.804e-04 2.894e-04 0.624 0.533461
## PC2716 2.301e-04 3.014e-04 0.764 0.445845
## PC2717 6.199e-04 3.047e-04 2.034 0.042960 *
## PC2718 -2.882e-04 3.011e-04 -0.957 0.339371
## PC2719 1.588e-04 3.022e-04 0.525 0.599744
## PC2720 -7.221e-05 3.129e-04 -0.231 0.817648
## PC2721 7.832e-04 3.123e-04 2.508 0.012756 *
## PC2722 -4.714e-04 3.047e-04 -1.547 0.123104
## PC2723 6.470e-04 3.033e-04 2.134 0.033832 *
## PC2724 -1.853e-04 3.069e-04 -0.604 0.546606
## PC2725 -7.158e-04 3.117e-04 -2.296 0.022469 *
## PC2726 -3.480e-04 3.014e-04 -1.155 0.249219
## PC2727 1.091e-04 3.128e-04 0.349 0.727513
## PC2728 -1.652e-04 2.935e-04 -0.563 0.573977
## PC2729 1.930e-04 2.897e-04 0.666 0.505776
## PC2730 3.194e-04 3.145e-04 1.016 0.310702
## PC2731 -8.217e-04 3.195e-04 -2.572 0.010684 *
## PC2732 4.712e-04 3.059e-04 1.540 0.124721
## PC2733 -3.160e-04 2.882e-04 -1.097 0.273893
## PC2734 -4.474e-04 3.075e-04 -1.455 0.146869
## PC2735 2.481e-04 2.817e-04 0.880 0.379447
## PC2736 5.260e-06 3.282e-04 0.016 0.987228
## PC2737 1.409e-04 3.050e-04 0.462 0.644510
## PC2738 1.119e-03 3.009e-04 3.720 0.000246 ***
## PC2739 4.659e-04 2.982e-04 1.562 0.119488
## PC2740 -4.723e-04 2.979e-04 -1.585 0.114134
## PC2741 -3.591e-04 2.784e-04 -1.290 0.198276
## PC2742 6.546e-05 2.919e-04 0.224 0.822725
## PC2743 4.946e-04 3.015e-04 1.641 0.102118
## PC2744 7.472e-04 3.111e-04 2.402 0.017044 *
## PC2745 4.430e-04 3.269e-04 1.355 0.176579
## PC2746 1.751e-04 2.712e-04 0.645 0.519217
## PC2747 2.171e-04 3.244e-04 0.669 0.503927
## PC2748 2.301e-04 2.961e-04 0.777 0.437870
## PC2749 -2.366e-04 3.129e-04 -0.756 0.450372
## PC2750 4.995e-04 3.243e-04 1.540 0.124709
## PC2751 -8.864e-05 3.025e-04 -0.293 0.769745
## PC2752 -3.472e-04 2.867e-04 -1.211 0.227130
## PC2753 -1.851e-04 2.939e-04 -0.630 0.529436
## PC2754 -7.077e-04 3.139e-04 -2.254 0.025039 *
## PC2755 -4.438e-04 3.208e-04 -1.384 0.167715
## PC2756 -1.087e-04 2.927e-04 -0.371 0.710749
## PC2757 -4.110e-04 2.958e-04 -1.390 0.165897
## PC2758 -1.445e-04 3.030e-04 -0.477 0.633888
## PC2759 1.291e-04 2.975e-04 0.434 0.664643
## PC2760 8.302e-04 3.088e-04 2.689 0.007644 **
## PC2761 -2.929e-04 2.922e-04 -1.002 0.317119
## PC2762 -7.641e-04 3.089e-04 -2.473 0.014037 *
## PC2763 1.290e-04 3.074e-04 0.420 0.674964
## PC2764 2.062e-04 2.964e-04 0.696 0.487246
## PC2765 -2.361e-04 2.984e-04 -0.791 0.429576
## PC2766 4.844e-04 3.032e-04 1.598 0.111382
## PC2767 1.402e-04 2.925e-04 0.479 0.632210
## PC2768 -1.032e-04 3.200e-04 -0.323 0.747211
## PC2769 -3.522e-04 3.106e-04 -1.134 0.257918
## PC2770 -4.624e-04 3.338e-04 -1.385 0.167122
## PC2771 4.973e-04 2.893e-04 1.719 0.086852 .
## PC2772 3.560e-05 3.198e-04 0.111 0.911429
## PC2773 -3.217e-04 3.081e-04 -1.044 0.297472
## PC2774 -4.011e-05 3.083e-04 -0.130 0.896587
## PC2775 3.517e-05 3.390e-04 0.104 0.917444
## PC2776 1.207e-03 3.290e-04 3.669 0.000297 ***
## PC2777 -6.528e-04 2.950e-04 -2.213 0.027803 *
## PC2778 -2.788e-04 2.899e-04 -0.962 0.336996
## PC2779 -3.629e-04 2.856e-04 -1.271 0.204962
## PC2780 1.865e-04 2.859e-04 0.652 0.514768
## PC2781 1.525e-04 3.140e-04 0.486 0.627713
## PC2782 1.088e-05 3.204e-04 0.034 0.972942
## PC2783 -2.532e-04 3.173e-04 -0.798 0.425591
## PC2784 1.781e-05 3.114e-04 0.057 0.954427
## PC2785 5.184e-04 3.205e-04 1.617 0.107027
## PC2786 -1.127e-04 3.024e-04 -0.373 0.709617
## PC2787 -1.282e-04 3.017e-04 -0.425 0.671144
## PC2788 -3.663e-04 3.063e-04 -1.196 0.232797
## PC2789 -7.027e-04 3.074e-04 -2.286 0.023098 *
## PC2790 -1.124e-04 3.073e-04 -0.366 0.714776
## PC2791 -8.551e-06 3.097e-04 -0.028 0.977991
## PC2792 2.361e-05 2.821e-04 0.084 0.933355
## PC2793 -2.752e-04 2.773e-04 -0.992 0.322048
## PC2794 1.449e-04 3.202e-04 0.452 0.651418
## PC2795 1.571e-04 3.311e-04 0.474 0.635701
## PC2796 -9.782e-05 2.859e-04 -0.342 0.732554
## PC2797 7.864e-05 3.083e-04 0.255 0.798865
## PC2798 4.725e-04 3.096e-04 1.526 0.128202
## PC2799 4.339e-05 3.037e-04 0.143 0.886505
## PC2800 -1.004e-04 3.231e-04 -0.311 0.756178
## PC2801 9.055e-04 2.952e-04 3.067 0.002397 **
## PC2802 -5.188e-05 2.878e-04 -0.180 0.857075
## PC2803 2.726e-04 2.899e-04 0.940 0.347982
## PC2804 3.836e-05 3.049e-04 0.126 0.899969
## PC2805 -8.745e-05 3.050e-04 -0.287 0.774561
## PC2806 3.713e-04 3.049e-04 1.218 0.224392
## PC2807 -2.766e-04 3.134e-04 -0.883 0.378201
## PC2808 -1.600e-04 2.901e-04 -0.552 0.581642
## PC2809 -2.216e-04 2.927e-04 -0.757 0.449798
## PC2810 6.402e-06 2.843e-04 0.023 0.982052
## PC2811 4.137e-04 3.004e-04 1.377 0.169608
## PC2812 2.710e-04 3.052e-04 0.888 0.375250
## PC2813 5.407e-04 3.260e-04 1.659 0.098369 .
## PC2814 -7.022e-04 3.185e-04 -2.205 0.028371 *
## PC2815 5.178e-04 3.291e-04 1.573 0.116849
## PC2816 4.092e-04 2.969e-04 1.378 0.169301
## PC2817 -1.515e-04 3.046e-04 -0.498 0.619255
## PC2818 3.899e-04 3.224e-04 1.209 0.227654
## PC2819 4.892e-05 2.861e-04 0.171 0.864346
## PC2820 -3.413e-04 3.056e-04 -1.117 0.265158
## PC2821 -1.529e-04 3.093e-04 -0.495 0.621366
## PC2822 -3.423e-04 3.089e-04 -1.108 0.268757
## PC2823 -6.727e-04 2.914e-04 -2.308 0.021784 *
## PC2824 1.769e-04 2.960e-04 0.597 0.550756
## PC2825 2.295e-04 2.968e-04 0.773 0.440165
## PC2826 -1.592e-04 3.116e-04 -0.511 0.609870
## PC2827 -1.587e-05 3.138e-04 -0.051 0.959704
## PC2828 -4.861e-04 2.829e-04 -1.718 0.086970 .
## PC2829 -3.759e-05 2.960e-04 -0.127 0.899023
## PC2830 1.245e-03 3.179e-04 3.915 0.000116 ***
## PC2831 -2.485e-04 3.276e-04 -0.759 0.448720
## PC2832 1.358e-04 3.214e-04 0.422 0.673101
## PC2833 4.443e-04 2.973e-04 1.494 0.136331
## PC2834 -6.129e-04 3.046e-04 -2.012 0.045269 *
## PC2835 7.476e-04 3.290e-04 2.272 0.023917 *
## PC2836 3.064e-04 3.044e-04 1.007 0.315115
## PC2837 -3.599e-04 3.227e-04 -1.115 0.265723
## PC2838 -4.566e-05 3.014e-04 -0.151 0.879707
## PC2839 5.077e-04 2.832e-04 1.792 0.074246 .
## PC2840 9.638e-05 2.940e-04 0.328 0.743280
## PC2841 -4.213e-04 3.097e-04 -1.360 0.174896
## PC2842 -5.200e-04 3.233e-04 -1.608 0.109016
## PC2843 2.118e-04 3.427e-04 0.618 0.537106
## PC2844 3.716e-04 3.185e-04 1.167 0.244428
## PC2845 -1.158e-04 3.062e-04 -0.378 0.705678
## PC2846 -6.355e-05 3.043e-04 -0.209 0.834747
## PC2847 -5.329e-04 3.136e-04 -1.699 0.090458 .
## PC2848 -1.818e-04 2.857e-04 -0.636 0.525157
## PC2849 -8.454e-04 3.065e-04 -2.758 0.006235 **
## PC2850 4.293e-05 3.129e-04 0.137 0.890981
## PC2851 -3.492e-04 3.092e-04 -1.129 0.259804
## PC2852 1.503e-04 2.991e-04 0.503 0.615646
## PC2853 -3.594e-04 3.009e-04 -1.195 0.233296
## PC2854 5.953e-04 3.140e-04 1.896 0.059103 .
## PC2855 -7.649e-05 2.884e-04 -0.265 0.791072
## PC2856 -4.565e-04 3.178e-04 -1.437 0.152077
## PC2857 -1.989e-04 3.127e-04 -0.636 0.525361
## PC2858 -4.356e-04 3.147e-04 -1.384 0.167591
## PC2859 -3.604e-04 3.130e-04 -1.151 0.250736
## PC2860 -1.971e-04 3.169e-04 -0.622 0.534573
## PC2861 -5.581e-04 2.901e-04 -1.924 0.055471 .
## PC2862 5.289e-05 2.760e-04 0.192 0.848151
## PC2863 -3.407e-04 2.978e-04 -1.144 0.253663
## PC2864 4.043e-04 3.394e-04 1.191 0.234778
## PC2865 3.602e-04 2.942e-04 1.225 0.221881
## PC2866 -3.903e-04 2.994e-04 -1.304 0.193549
## PC2867 -5.210e-04 3.087e-04 -1.688 0.092702 .
## PC2868 1.321e-04 3.016e-04 0.438 0.661773
## PC2869 -5.530e-04 3.119e-04 -1.773 0.077395 .
## PC2870 -1.144e-04 2.942e-04 -0.389 0.697837
## PC2871 5.361e-04 3.179e-04 1.686 0.092956 .
## PC2872 -1.180e-04 3.036e-04 -0.389 0.697774
## PC2873 5.450e-04 3.162e-04 1.724 0.085948 .
## PC2874 2.067e-04 3.142e-04 0.658 0.511130
## PC2875 3.132e-04 2.848e-04 1.100 0.272514
## PC2876 -1.949e-05 3.213e-04 -0.061 0.951677
## PC2877 -6.036e-04 2.977e-04 -2.028 0.043648 *
## PC2878 -6.801e-04 3.016e-04 -2.255 0.025001 *
## PC2879 8.481e-05 2.867e-04 0.296 0.767611
## PC2880 8.708e-05 3.129e-04 0.278 0.781027
## PC2881 3.614e-04 3.229e-04 1.119 0.264053
## PC2882 7.530e-04 2.992e-04 2.517 0.012461 *
## PC2883 5.167e-04 3.025e-04 1.708 0.088833 .
## PC2884 2.014e-04 3.131e-04 0.643 0.520705
## PC2885 -1.149e-04 3.005e-04 -0.383 0.702395
## PC2886 -2.532e-04 2.938e-04 -0.862 0.389694
## PC2887 2.862e-04 2.898e-04 0.988 0.324255
## PC2888 3.924e-04 3.078e-04 1.275 0.203468
## PC2889 -1.286e-04 2.950e-04 -0.436 0.663244
## PC2890 -4.699e-05 3.075e-04 -0.153 0.878673
## PC2891 -1.296e-03 3.157e-04 -4.107 5.40e-05 ***
## PC2892 2.138e-04 2.819e-04 0.759 0.448816
## PC2893 -3.886e-04 3.145e-04 -1.236 0.217763
## PC2894 -7.296e-04 2.978e-04 -2.450 0.014949 *
## PC2895 7.266e-05 3.092e-04 0.235 0.814398
## PC2896 1.038e-04 2.924e-04 0.355 0.722789
## PC2897 6.169e-04 3.029e-04 2.036 0.042769 *
## PC2898 -5.105e-04 3.145e-04 -1.623 0.105860
## PC2899 3.154e-04 3.164e-04 0.997 0.319815
## PC2900 2.238e-06 3.077e-04 0.007 0.994203
## PC2901 -3.225e-04 2.764e-04 -1.167 0.244433
## PC2902 -2.023e-04 3.277e-04 -0.617 0.537677
## PC2903 -2.838e-04 3.121e-04 -0.909 0.364010
## PC2904 -4.574e-04 3.053e-04 -1.498 0.135295
## PC2905 -5.871e-04 3.108e-04 -1.889 0.060052 .
## PC2906 3.749e-04 3.235e-04 1.159 0.247595
## PC2907 -5.676e-04 2.848e-04 -1.993 0.047353 *
## PC2908 -3.594e-04 3.021e-04 -1.190 0.235323
## PC2909 3.841e-04 3.204e-04 1.199 0.231691
## PC2910 -8.378e-05 3.190e-04 -0.263 0.793050
## PC2911 -2.080e-04 2.968e-04 -0.701 0.483971
## PC2912 2.681e-05 2.927e-04 0.092 0.927068
## PC2913 1.029e-04 2.937e-04 0.350 0.726350
## PC2914 -1.047e-04 3.023e-04 -0.346 0.729348
## PC2915 2.818e-04 3.135e-04 0.899 0.369514
## PC2916 4.191e-05 2.956e-04 0.142 0.887356
## PC2917 4.455e-05 3.121e-04 0.143 0.886632
## PC2918 -5.594e-04 3.290e-04 -1.700 0.090261 .
## PC2919 8.789e-06 3.001e-04 0.029 0.976663
## PC2920 2.263e-04 2.978e-04 0.760 0.447945
## PC2921 -2.917e-04 3.103e-04 -0.940 0.348170
## PC2922 -1.467e-04 2.994e-04 -0.490 0.624643
## PC2923 -3.814e-04 3.064e-04 -1.245 0.214286
## PC2924 -5.074e-04 3.444e-04 -1.473 0.141993
## PC2925 4.308e-04 2.929e-04 1.471 0.142532
## PC2926 1.933e-04 3.202e-04 0.604 0.546587
## PC2927 -1.097e-04 3.347e-04 -0.328 0.743355
## PC2928 1.818e-04 2.910e-04 0.625 0.532687
## PC2929 5.649e-04 2.850e-04 1.982 0.048554 *
## PC2930 -8.041e-05 3.184e-04 -0.253 0.800823
## PC2931 -6.326e-04 2.852e-04 -2.218 0.027416 *
## PC2932 -2.033e-04 3.093e-04 -0.657 0.511648
## PC2933 2.068e-04 3.334e-04 0.620 0.535678
## PC2934 -7.467e-05 3.017e-04 -0.247 0.804735
## PC2935 4.275e-04 3.046e-04 1.403 0.161740
## PC2936 8.690e-04 3.133e-04 2.774 0.005947 **
## PC2937 5.279e-05 3.023e-04 0.175 0.861523
## PC2938 9.309e-04 3.249e-04 2.865 0.004514 **
## PC2939 -5.859e-04 3.144e-04 -1.864 0.063531 .
## PC2940 1.013e-05 3.231e-04 0.031 0.975009
## PC2941 -1.058e-04 3.217e-04 -0.329 0.742536
## PC2942 2.152e-04 2.992e-04 0.719 0.472586
## PC2943 4.206e-05 3.064e-04 0.137 0.890926
## PC2944 -6.208e-05 3.316e-04 -0.187 0.851631
## PC2945 -6.047e-04 3.004e-04 -2.013 0.045210 *
## PC2946 -4.905e-04 2.959e-04 -1.658 0.098653 .
## PC2947 -5.632e-04 3.135e-04 -1.797 0.073543 .
## PC2948 -2.726e-04 3.090e-04 -0.882 0.378404
## PC2949 3.831e-04 3.246e-04 1.180 0.238938
## PC2950 1.035e-03 3.091e-04 3.348 0.000939 ***
## PC2951 4.129e-04 3.026e-04 1.364 0.173693
## PC2952 3.570e-04 3.062e-04 1.166 0.244725
## PC2953 -5.107e-05 3.081e-04 -0.166 0.868487
## PC2954 -1.184e-04 3.006e-04 -0.394 0.694070
## PC2955 2.526e-04 2.860e-04 0.883 0.377848
## PC2956 -3.626e-04 3.106e-04 -1.167 0.244263
## PC2957 -1.712e-04 3.241e-04 -0.528 0.597750
## PC2958 -1.056e-04 2.838e-04 -0.372 0.710126
## PC2959 -7.877e-04 3.212e-04 -2.452 0.014866 *
## PC2960 -1.202e-04 3.176e-04 -0.379 0.705265
## PC2961 4.793e-05 3.081e-04 0.156 0.876495
## PC2962 -3.545e-04 2.917e-04 -1.215 0.225418
## PC2963 -5.863e-04 2.822e-04 -2.077 0.038771 *
## PC2964 6.086e-04 3.185e-04 1.911 0.057132 .
## PC2965 -5.390e-05 3.201e-04 -0.168 0.866414
## PC2966 -5.336e-04 3.095e-04 -1.724 0.085838 .
## PC2967 -8.176e-04 3.074e-04 -2.660 0.008317 **
## PC2968 2.994e-05 3.010e-04 0.099 0.920846
## PC2969 -4.451e-04 3.062e-04 -1.454 0.147239
## PC2970 -6.047e-04 3.178e-04 -1.903 0.058166 .
## PC2971 -5.846e-05 3.130e-04 -0.187 0.851991
## PC2972 6.420e-05 3.138e-04 0.205 0.838044
## PC2973 1.746e-04 2.969e-04 0.588 0.557083
## PC2974 -3.004e-04 3.105e-04 -0.968 0.334187
## PC2975 4.737e-04 2.914e-04 1.626 0.105235
## PC2976 -4.428e-04 3.134e-04 -1.413 0.158987
## PC2977 3.388e-04 2.934e-04 1.154 0.249411
## PC2978 6.515e-04 3.220e-04 2.023 0.044104 *
## PC2979 2.205e-04 3.096e-04 0.712 0.476992
## PC2980 7.230e-04 3.167e-04 2.283 0.023258 *
## PC2981 2.456e-04 3.191e-04 0.769 0.442312
## PC2982 -3.705e-05 2.866e-04 -0.129 0.897247
## PC2983 -3.773e-04 3.077e-04 -1.226 0.221238
## PC2984 2.219e-04 3.280e-04 0.677 0.499279
## PC2985 3.924e-04 3.171e-04 1.237 0.217132
## PC2986 -1.201e-04 3.069e-04 -0.391 0.695882
## PC2987 -6.257e-05 3.424e-04 -0.183 0.855127
## PC2988 -4.496e-04 3.170e-04 -1.418 0.157326
## PC2989 1.350e-04 3.095e-04 0.436 0.663028
## PC2990 -6.089e-04 3.154e-04 -1.931 0.054652 .
## PC2991 -2.778e-04 3.167e-04 -0.877 0.381215
## PC2992 -4.135e-05 3.094e-04 -0.134 0.893786
## PC2993 -2.158e-04 2.968e-04 -0.727 0.467970
## PC2994 1.242e-04 3.112e-04 0.399 0.690173
## PC2995 -6.470e-04 3.318e-04 -1.950 0.052280 .
## PC2996 5.500e-04 3.073e-04 1.790 0.074688 .
## PC2997 -2.488e-04 3.173e-04 -0.784 0.433791
## PC2998 2.226e-04 3.026e-04 0.736 0.462702
## PC2999 4.115e-04 2.972e-04 1.384 0.167425
## PC3000 3.193e-04 2.936e-04 1.087 0.277906
## PC3001 -1.178e-04 3.040e-04 -0.388 0.698652
## PC3002 8.930e-05 3.013e-04 0.296 0.767132
## PC3003 5.077e-04 2.975e-04 1.706 0.089184 .
## PC3004 -4.423e-04 3.240e-04 -1.365 0.173381
## PC3005 2.054e-04 2.988e-04 0.687 0.492453
## PC3006 3.372e-04 3.279e-04 1.029 0.304685
## PC3007 -3.604e-04 2.903e-04 -1.242 0.215542
## PC3008 5.321e-05 2.900e-04 0.184 0.854543
## PC3009 -5.701e-04 3.058e-04 -1.864 0.063455 .
## PC3010 3.666e-04 2.911e-04 1.259 0.209101
## PC3011 1.258e-04 2.934e-04 0.429 0.668553
## PC3012 -8.347e-04 3.125e-04 -2.671 0.008061 **
## PC3013 4.976e-04 2.975e-04 1.673 0.095626 .
## PC3014 -1.870e-04 3.021e-04 -0.619 0.536555
## PC3015 2.517e-04 3.430e-04 0.734 0.463830
## PC3016 -3.936e-04 3.208e-04 -1.227 0.220972
## PC3017 2.000e-05 3.092e-04 0.065 0.948470
## PC3018 -8.451e-05 3.020e-04 -0.280 0.779822
## PC3019 5.328e-04 2.849e-04 1.870 0.062662 .
## PC3020 2.939e-04 3.133e-04 0.938 0.349109
## PC3021 -3.421e-04 3.365e-04 -1.016 0.310368
## PC3022 3.910e-05 3.022e-04 0.129 0.897168
## PC3023 1.122e-04 3.126e-04 0.359 0.719982
## PC3024 -1.624e-04 3.104e-04 -0.523 0.601301
## PC3025 -3.261e-04 3.056e-04 -1.067 0.287014
## PC3026 2.461e-04 3.177e-04 0.775 0.439212
## PC3027 -8.706e-04 3.070e-04 -2.836 0.004937 **
## PC3028 -1.073e-04 2.897e-04 -0.371 0.711258
## PC3029 2.644e-04 3.055e-04 0.865 0.387679
## PC3030 -3.282e-04 3.028e-04 -1.084 0.279536
## PC3031 -2.069e-06 3.301e-04 -0.006 0.995005
## PC3032 -2.876e-04 3.069e-04 -0.937 0.349674
## PC3033 -2.630e-04 3.466e-04 -0.759 0.448559
## PC3034 2.150e-04 3.255e-04 0.660 0.509544
## PC3035 -9.582e-05 3.008e-04 -0.319 0.750346
## PC3036 -1.814e-04 3.154e-04 -0.575 0.565716
## PC3037 -3.063e-04 3.230e-04 -0.948 0.343865
## PC3038 -5.314e-04 3.126e-04 -1.700 0.090340 .
## PC3039 -3.543e-04 3.151e-04 -1.124 0.261939
## PC3040 1.914e-04 3.237e-04 0.591 0.554720
## PC3041 2.692e-04 3.361e-04 0.801 0.423973
## PC3042 2.869e-05 3.246e-04 0.088 0.929648
## PC3043 6.541e-04 2.987e-04 2.190 0.029442 *
## PC3044 3.350e-05 3.063e-04 0.109 0.913007
## PC3045 -5.051e-04 2.969e-04 -1.701 0.090161 .
## PC3046 3.557e-04 3.057e-04 1.164 0.245644
## PC3047 3.415e-04 3.010e-04 1.134 0.257660
## PC3048 3.794e-04 2.950e-04 1.286 0.199523
## PC3049 9.175e-04 3.027e-04 3.031 0.002692 **
## PC3050 -3.936e-04 3.009e-04 -1.308 0.192011
## PC3051 -2.834e-04 3.270e-04 -0.866 0.387044
## PC3052 -4.382e-05 3.261e-04 -0.134 0.893203
## PC3053 -9.287e-05 2.988e-04 -0.311 0.756215
## PC3054 2.541e-04 3.102e-04 0.819 0.413475
## PC3055 2.120e-04 2.982e-04 0.711 0.477841
## PC3056 -8.595e-05 3.220e-04 -0.267 0.789769
## PC3057 2.195e-04 3.364e-04 0.652 0.514819
## PC3058 -6.135e-04 3.042e-04 -2.017 0.044789 *
## PC3059 -2.121e-04 3.034e-04 -0.699 0.485228
## PC3060 5.862e-04 3.092e-04 1.896 0.059128 .
## PC3061 -3.839e-06 3.038e-04 -0.013 0.989928
## PC3062 -3.795e-04 3.233e-04 -1.174 0.241592
## PC3063 -1.199e-04 3.116e-04 -0.385 0.700583
## PC3064 -4.814e-04 3.189e-04 -1.509 0.132467
## PC3065 -3.742e-04 3.489e-04 -1.072 0.284571
## PC3066 -1.111e-04 3.197e-04 -0.348 0.728466
## PC3067 7.332e-04 3.052e-04 2.403 0.016995 *
## PC3068 1.072e-04 3.198e-04 0.335 0.737832
## PC3069 1.446e-04 3.099e-04 0.466 0.641307
## PC3070 3.340e-04 3.377e-04 0.989 0.323601
## PC3071 -1.764e-04 3.143e-04 -0.561 0.575047
## PC3072 -7.885e-04 2.919e-04 -2.702 0.007365 **
## PC3073 5.378e-04 3.114e-04 1.727 0.085357 .
## PC3074 -6.829e-05 3.162e-04 -0.216 0.829170
## PC3075 4.764e-04 2.991e-04 1.593 0.112463
## PC3076 -1.086e-04 3.176e-04 -0.342 0.732627
## PC3077 -6.467e-04 3.016e-04 -2.144 0.033001 *
## PC3078 -6.761e-05 3.234e-04 -0.209 0.834555
## PC3079 -2.552e-04 3.022e-04 -0.844 0.399204
## PC3080 -1.481e-04 3.100e-04 -0.478 0.633174
## PC3081 -5.983e-04 3.183e-04 -1.880 0.061291 .
## PC3082 -2.349e-05 3.257e-04 -0.072 0.942558
## PC3083 1.532e-04 3.125e-04 0.490 0.624412
## PC3084 2.190e-04 3.268e-04 0.670 0.503338
## PC3085 -4.387e-05 3.209e-04 -0.137 0.891363
## PC3086 -4.255e-04 3.139e-04 -1.355 0.176482
## PC3087 1.847e-04 2.996e-04 0.616 0.538212
## PC3088 -2.329e-04 3.454e-04 -0.674 0.500746
## PC3089 9.521e-04 3.295e-04 2.890 0.004190 **
## PC3090 1.755e-04 3.367e-04 0.521 0.602744
## PC3091 -3.862e-04 3.122e-04 -1.237 0.217223
## PC3092 3.298e-05 3.092e-04 0.107 0.915135
## PC3093 3.858e-04 3.111e-04 1.240 0.216162
## PC3094 1.370e-04 3.204e-04 0.428 0.669338
## PC3095 -1.565e-04 3.200e-04 -0.489 0.625241
## PC3096 -1.320e-04 3.087e-04 -0.428 0.669310
## PC3097 -5.362e-04 3.298e-04 -1.626 0.105223
## PC3098 2.430e-04 3.208e-04 0.757 0.449477
## PC3099 -2.403e-04 3.037e-04 -0.791 0.429659
## PC3100 7.103e-04 3.345e-04 2.124 0.034674 *
## PC3101 -6.661e-04 3.257e-04 -2.045 0.041890 *
## PC3102 -1.358e-04 3.298e-04 -0.412 0.680861
## PC3103 -1.965e-04 3.025e-04 -0.649 0.516676
## PC3104 4.233e-05 3.186e-04 0.133 0.894419
## PC3105 3.494e-06 3.155e-04 0.011 0.991173
## PC3106 5.442e-05 3.035e-04 0.179 0.857846
## PC3107 5.907e-05 3.294e-04 0.179 0.857806
## PC3108 -2.378e-04 3.265e-04 -0.728 0.467044
## PC3109 4.523e-04 2.905e-04 1.557 0.120695
## PC3110 1.791e-04 3.059e-04 0.585 0.558746
## PC3111 -2.197e-04 3.079e-04 -0.714 0.476085
## PC3112 -5.981e-04 3.120e-04 -1.917 0.056333 .
## PC3113 3.368e-04 2.928e-04 1.150 0.251098
## PC3114 -1.320e-04 3.092e-04 -0.427 0.669779
## PC3115 -4.677e-05 2.871e-04 -0.163 0.870736
## PC3116 -1.441e-04 3.309e-04 -0.436 0.663472
## PC3117 -1.091e-03 3.182e-04 -3.427 0.000711 ***
## PC3118 1.127e-04 2.878e-04 0.392 0.695740
## PC3119 -6.955e-04 3.267e-04 -2.129 0.034234 *
## PC3120 4.327e-04 3.230e-04 1.339 0.181631
## PC3121 3.668e-04 3.108e-04 1.180 0.238978
## PC3122 1.144e-05 3.540e-04 0.032 0.974244
## PC3123 2.084e-04 3.166e-04 0.658 0.511013
## PC3124 2.208e-04 3.106e-04 0.711 0.477907
## PC3125 -3.292e-05 3.156e-04 -0.104 0.917016
## PC3126 -5.734e-04 2.960e-04 -1.937 0.053801 .
## PC3127 6.027e-04 2.950e-04 2.043 0.042062 *
## PC3128 1.235e-04 3.052e-04 0.405 0.686169
## PC3129 4.135e-04 3.081e-04 1.342 0.180720
## PC3130 4.082e-04 3.373e-04 1.210 0.227285
## PC3131 1.240e-04 3.062e-04 0.405 0.685907
## PC3132 -2.682e-04 3.154e-04 -0.850 0.395939
## PC3133 -5.780e-04 3.030e-04 -1.908 0.057578 .
## PC3134 3.975e-04 3.242e-04 1.226 0.221342
## PC3135 1.154e-04 3.113e-04 0.371 0.711191
## PC3136 1.646e-04 3.222e-04 0.511 0.609953
## PC3137 -1.811e-04 3.150e-04 -0.575 0.565799
## PC3138 -6.247e-04 3.398e-04 -1.838 0.067192 .
## PC3139 2.410e-04 3.018e-04 0.798 0.425371
## PC3140 6.343e-05 3.314e-04 0.191 0.848352
## PC3141 -6.255e-04 3.157e-04 -1.981 0.048624 *
## PC3142 -5.048e-04 3.157e-04 -1.599 0.111088
## PC3143 2.084e-04 3.483e-04 0.599 0.550038
## PC3144 3.459e-05 2.861e-04 0.121 0.903864
## PC3145 -1.885e-04 3.324e-04 -0.567 0.571150
## PC3146 -4.882e-04 2.962e-04 -1.648 0.100548
## PC3147 -5.595e-04 3.052e-04 -1.833 0.067906 .
## PC3148 -2.338e-04 3.151e-04 -0.742 0.458798
## PC3149 4.875e-04 3.179e-04 1.534 0.126372
## PC3150 -4.806e-04 3.025e-04 -1.589 0.113364
## PC3151 -1.851e-04 3.267e-04 -0.567 0.571504
## PC3152 -1.644e-04 3.139e-04 -0.524 0.600866
## PC3153 2.951e-04 3.236e-04 0.912 0.362620
## PC3154 -1.976e-04 3.327e-04 -0.594 0.553006
## PC3155 -6.028e-04 3.254e-04 -1.852 0.065157 .
## PC3156 4.327e-04 3.092e-04 1.400 0.162856
## PC3157 -2.541e-04 3.120e-04 -0.814 0.416270
## PC3158 1.131e-04 3.227e-04 0.351 0.726221
## PC3159 -5.112e-04 3.004e-04 -1.702 0.090031 .
## PC3160 1.939e-04 3.186e-04 0.609 0.543345
## PC3161 -2.499e-04 3.010e-04 -0.830 0.407072
## PC3162 1.729e-04 3.236e-04 0.534 0.593592
## PC3163 3.603e-04 3.107e-04 1.160 0.247273
## PC3164 -3.698e-04 2.810e-04 -1.316 0.189376
## PC3165 -3.596e-04 3.161e-04 -1.137 0.256424
## PC3166 -1.417e-04 3.060e-04 -0.463 0.643770
## PC3167 -7.767e-05 3.128e-04 -0.248 0.804117
## PC3168 -4.985e-05 3.219e-04 -0.155 0.877066
## PC3169 -1.137e-04 3.224e-04 -0.353 0.724715
## PC3170 -9.423e-05 3.224e-04 -0.292 0.770279
## PC3171 2.848e-04 3.009e-04 0.947 0.344765
## PC3172 -5.326e-04 2.983e-04 -1.786 0.075366 .
## PC3173 -7.578e-05 3.364e-04 -0.225 0.821940
## PC3174 5.866e-05 3.250e-04 0.180 0.856923
## PC3175 5.921e-04 3.089e-04 1.917 0.056421 .
## PC3176 2.077e-04 3.222e-04 0.645 0.519684
## PC3177 2.514e-04 2.850e-04 0.882 0.378524
## PC3178 4.617e-04 3.409e-04 1.354 0.176794
## PC3179 1.019e-04 3.183e-04 0.320 0.749002
## PC3180 -3.897e-05 3.207e-04 -0.122 0.903381
## PC3181 -6.888e-05 3.078e-04 -0.224 0.823101
## PC3182 4.623e-04 3.143e-04 1.471 0.142532
## PC3183 4.615e-04 3.288e-04 1.404 0.161685
## PC3184 2.741e-04 3.437e-04 0.798 0.425868
## PC3185 3.965e-05 3.289e-04 0.121 0.904139
## PC3186 3.403e-04 3.304e-04 1.030 0.303994
## PC3187 2.899e-06 3.129e-04 0.009 0.992615
## PC3188 4.441e-04 3.351e-04 1.325 0.186271
## PC3189 1.905e-04 3.148e-04 0.605 0.545550
## PC3190 3.584e-05 3.416e-04 0.105 0.916530
## PC3191 -2.679e-04 3.029e-04 -0.884 0.377326
## PC3192 1.977e-04 3.243e-04 0.610 0.542556
## PC3193 -6.041e-04 3.072e-04 -1.966 0.050337 .
## PC3194 -1.624e-04 3.265e-04 -0.497 0.619434
## PC3195 5.848e-04 3.278e-04 1.784 0.075620 .
## PC3196 1.506e-04 3.218e-04 0.468 0.640099
## PC3197 -2.895e-04 3.415e-04 -0.848 0.397419
## PC3198 2.920e-04 3.179e-04 0.918 0.359250
## PC3199 5.461e-05 3.219e-04 0.170 0.865435
## PC3200 -2.308e-04 3.297e-04 -0.700 0.484581
## PC3201 2.061e-04 3.205e-04 0.643 0.520703
## PC3202 4.402e-04 2.938e-04 1.498 0.135301
## PC3203 -1.119e-04 3.272e-04 -0.342 0.732542
## PC3204 2.454e-04 3.113e-04 0.788 0.431225
## PC3205 -6.587e-04 3.156e-04 -2.087 0.037865 *
## PC3206 -2.977e-04 3.038e-04 -0.980 0.327948
## PC3207 -3.819e-04 3.120e-04 -1.224 0.222085
## PC3208 -2.333e-04 3.168e-04 -0.736 0.462301
## PC3209 -1.735e-04 3.124e-04 -0.555 0.579221
## PC3210 4.280e-04 3.280e-04 1.305 0.193108
## PC3211 1.573e-04 3.371e-04 0.467 0.641039
## PC3212 -2.466e-04 3.143e-04 -0.784 0.433487
## PC3213 6.137e-05 3.290e-04 0.187 0.852171
## PC3214 -1.584e-04 2.829e-04 -0.560 0.575880
## PC3215 3.069e-05 3.274e-04 0.094 0.925389
## PC3216 -6.024e-04 3.218e-04 -1.872 0.062374 .
## PC3217 -6.066e-05 3.268e-04 -0.186 0.852871
## PC3218 -3.648e-06 3.396e-04 -0.011 0.991438
## PC3219 -5.630e-04 3.158e-04 -1.783 0.075818 .
## PC3220 5.314e-04 3.024e-04 1.758 0.080014 .
## PC3221 -3.478e-05 3.347e-04 -0.104 0.917318
## PC3222 -3.713e-04 3.110e-04 -1.194 0.233641
## PC3223 6.081e-04 3.091e-04 1.967 0.050274 .
## PC3224 -2.550e-04 2.913e-04 -0.875 0.382146
## PC3225 1.092e-04 3.144e-04 0.347 0.728649
## PC3226 4.128e-05 3.480e-04 0.119 0.905685
## PC3227 -5.729e-04 3.103e-04 -1.846 0.066048 .
## PC3228 -6.679e-04 3.194e-04 -2.091 0.037494 *
## PC3229 -3.832e-04 3.269e-04 -1.172 0.242245
## PC3230 6.799e-05 3.154e-04 0.216 0.829510
## PC3231 1.592e-04 3.281e-04 0.485 0.627877
## PC3232 3.554e-04 3.048e-04 1.166 0.244672
## PC3233 -4.941e-04 3.109e-04 -1.589 0.113273
## PC3234 4.038e-04 3.129e-04 1.290 0.198124
## PC3235 -3.255e-04 2.938e-04 -1.108 0.268944
## PC3236 -9.135e-04 3.177e-04 -2.875 0.004380 **
## PC3237 4.571e-05 3.222e-04 0.142 0.887292
## PC3238 -1.027e-04 3.266e-04 -0.314 0.753512
## PC3239 5.711e-04 3.236e-04 1.765 0.078829 .
## PC3240 -1.535e-04 3.192e-04 -0.481 0.631056
## PC3241 -5.389e-04 3.124e-04 -1.725 0.085712 .
## PC3242 -3.579e-04 3.094e-04 -1.157 0.248543
## PC3243 -6.769e-05 3.263e-04 -0.207 0.835837
## PC3244 -3.878e-04 2.974e-04 -1.304 0.193517
## PC3245 -7.586e-06 3.347e-04 -0.023 0.981934
## PC3246 -3.844e-04 2.984e-04 -1.288 0.198929
## PC3247 7.685e-06 3.209e-04 0.024 0.980914
## PC3248 1.678e-04 3.201e-04 0.524 0.600524
## PC3249 1.401e-04 3.322e-04 0.422 0.673607
## PC3250 1.492e-04 3.231e-04 0.462 0.644729
## PC3251 2.042e-05 3.513e-04 0.058 0.953693
## PC3252 -1.509e-04 3.054e-04 -0.494 0.621695
## PC3253 -6.604e-04 3.023e-04 -2.185 0.029834 *
## PC3254 2.978e-04 3.170e-04 0.939 0.348420
## PC3255 -2.523e-04 3.164e-04 -0.797 0.426045
## PC3256 -4.365e-04 3.276e-04 -1.332 0.183963
## PC3257 6.736e-04 3.437e-04 1.960 0.051114 .
## PC3258 2.486e-04 3.351e-04 0.742 0.458815
## PC3259 2.201e-04 3.250e-04 0.677 0.498884
## PC3260 6.191e-04 3.294e-04 1.879 0.061364 .
## PC3261 -1.080e-03 3.216e-04 -3.357 0.000909 ***
## PC3262 1.177e-04 3.303e-04 0.356 0.721829
## PC3263 -3.252e-04 3.151e-04 -1.032 0.302940
## PC3264 5.329e-04 3.296e-04 1.617 0.107140
## PC3265 -8.629e-04 3.278e-04 -2.632 0.009010 **
## PC3266 6.041e-04 3.251e-04 1.858 0.064318 .
## PC3267 -1.472e-04 2.986e-04 -0.493 0.622488
## PC3268 -6.160e-04 3.224e-04 -1.911 0.057156 .
## PC3269 -3.965e-05 3.116e-04 -0.127 0.898837
## PC3270 -8.716e-05 3.264e-04 -0.267 0.789645
## PC3271 -4.820e-04 3.364e-04 -1.433 0.153119
## PC3272 -2.375e-04 3.426e-04 -0.693 0.488826
## PC3273 2.135e-04 3.100e-04 0.689 0.491584
## PC3274 -2.262e-04 3.309e-04 -0.684 0.494896
## PC3275 4.537e-05 3.176e-04 0.143 0.886518
## PC3276 -3.045e-04 3.340e-04 -0.912 0.362889
## PC3277 5.982e-04 3.247e-04 1.842 0.066605 .
## PC3278 -3.273e-05 3.182e-04 -0.103 0.918154
## PC3279 1.049e-04 2.985e-04 0.351 0.725597
## PC3280 2.230e-04 3.141e-04 0.710 0.478372
## PC3281 1.299e-04 3.113e-04 0.417 0.676897
## PC3282 6.269e-04 3.146e-04 1.992 0.047391 *
## PC3283 -1.910e-04 3.315e-04 -0.576 0.565032
## PC3284 -2.692e-05 3.129e-04 -0.086 0.931515
## PC3285 -1.950e-04 3.105e-04 -0.628 0.530535
## PC3286 -1.073e-04 3.007e-04 -0.357 0.721573
## PC3287 2.441e-04 3.047e-04 0.801 0.423863
## PC3288 -5.878e-04 3.116e-04 -1.886 0.060372 .
## PC3289 4.931e-04 3.427e-04 1.439 0.151390
## PC3290 1.080e-03 3.439e-04 3.141 0.001880 **
## PC3291 2.301e-04 3.196e-04 0.720 0.472144
## PC3292 3.153e-04 3.019e-04 1.044 0.297399
## PC3293 2.942e-04 3.208e-04 0.917 0.359980
## PC3294 2.886e-04 3.039e-04 0.949 0.343273
## PC3295 4.487e-04 3.257e-04 1.378 0.169542
## PC3296 3.557e-04 3.037e-04 1.172 0.242493
## PC3297 -4.463e-04 3.048e-04 -1.464 0.144337
## PC3298 1.857e-04 3.239e-04 0.573 0.566912
## PC3299 5.623e-04 3.450e-04 1.630 0.104361
## PC3300 -1.595e-04 3.319e-04 -0.481 0.631238
## PC3301 -3.803e-04 3.434e-04 -1.107 0.269136
## PC3302 -2.039e-04 3.091e-04 -0.660 0.510143
## PC3303 -1.350e-04 3.036e-04 -0.445 0.656996
## PC3304 1.155e-04 3.064e-04 0.377 0.706539
## PC3305 1.197e-04 3.389e-04 0.353 0.724147
## PC3306 -1.117e-04 3.055e-04 -0.366 0.714989
## PC3307 1.374e-05 3.224e-04 0.043 0.966047
## PC3308 2.364e-04 3.192e-04 0.741 0.459495
## PC3309 5.364e-04 3.292e-04 1.629 0.104484
## PC3310 -2.054e-04 3.155e-04 -0.651 0.515689
## PC3311 -6.801e-05 3.446e-04 -0.197 0.843707
## PC3312 -1.815e-04 3.092e-04 -0.587 0.557756
## PC3313 -3.443e-04 3.241e-04 -1.062 0.289074
## PC3314 3.684e-04 3.120e-04 1.180 0.238906
## PC3315 2.666e-04 3.212e-04 0.830 0.407196
## PC3316 1.738e-04 3.143e-04 0.553 0.580814
## PC3317 -7.762e-04 3.306e-04 -2.348 0.019660 *
## PC3318 -1.659e-04 3.055e-04 -0.543 0.587507
## PC3319 2.005e-04 3.114e-04 0.644 0.520210
## PC3320 3.431e-04 3.263e-04 1.052 0.294004
## PC3321 -1.038e-03 3.232e-04 -3.212 0.001490 **
## PC3322 4.012e-04 3.168e-04 1.267 0.206466
## PC3323 1.370e-04 3.359e-04 0.408 0.683764
## PC3324 2.994e-04 3.269e-04 0.916 0.360542
## PC3325 -4.558e-04 3.245e-04 -1.405 0.161292
## PC3326 3.958e-04 3.351e-04 1.181 0.238651
## PC3327 -3.144e-04 3.259e-04 -0.964 0.335735
## PC3328 -6.296e-05 3.337e-04 -0.189 0.850495
## PC3329 -3.614e-04 3.175e-04 -1.138 0.256077
## PC3330 5.405e-04 3.334e-04 1.621 0.106261
## PC3331 -5.941e-04 3.163e-04 -1.878 0.061502 .
## PC3332 -1.190e-04 3.061e-04 -0.389 0.697805
## PC3333 4.796e-04 3.173e-04 1.512 0.131877
## PC3334 -1.019e-05 3.257e-04 -0.031 0.975077
## PC3335 -7.830e-04 3.241e-04 -2.416 0.016400 *
## PC3336 2.710e-04 3.270e-04 0.829 0.407966
## PC3337 -4.181e-04 3.226e-04 -1.296 0.196183
## PC3338 -5.125e-04 3.264e-04 -1.570 0.117589
## PC3339 3.432e-04 3.073e-04 1.117 0.265063
## PC3340 2.736e-04 3.413e-04 0.802 0.423543
## PC3341 5.146e-04 3.055e-04 1.685 0.093304 .
## PC3342 1.366e-04 3.210e-04 0.426 0.670819
## PC3343 -4.327e-04 3.261e-04 -1.327 0.185632
## PC3344 -9.532e-04 3.166e-04 -3.011 0.002869 **
## PC3345 2.766e-04 2.893e-04 0.956 0.340068
## PC3346 -2.695e-04 3.202e-04 -0.841 0.400869
## PC3347 3.156e-04 3.333e-04 0.947 0.344664
## PC3348 -4.267e-04 3.198e-04 -1.334 0.183283
## PC3349 4.413e-04 3.433e-04 1.285 0.199828
## PC3350 -6.645e-05 3.440e-04 -0.193 0.846983
## PC3351 -7.346e-04 3.139e-04 -2.340 0.020041 *
## PC3352 -4.189e-04 3.370e-04 -1.243 0.215056
## PC3353 -5.804e-04 3.434e-04 -1.690 0.092253 .
## PC3354 -3.449e-05 3.124e-04 -0.110 0.912174
## PC3355 -3.218e-04 3.442e-04 -0.935 0.350759
## PC3356 5.382e-05 3.460e-04 0.156 0.876508
## PC3357 -5.284e-04 3.123e-04 -1.692 0.091839 .
## PC3358 -6.022e-04 3.153e-04 -1.910 0.057279 .
## PC3359 -5.104e-04 3.149e-04 -1.621 0.106287
## PC3360 -9.805e-05 3.167e-04 -0.310 0.757123
## PC3361 -4.770e-04 3.123e-04 -1.527 0.127969
## PC3362 -2.441e-04 3.177e-04 -0.768 0.442927
## PC3363 6.783e-05 3.232e-04 0.210 0.833968
## PC3364 2.495e-04 3.067e-04 0.814 0.416579
## PC3365 3.632e-04 3.012e-04 1.206 0.229006
## PC3366 5.720e-04 3.431e-04 1.667 0.096755 .
## PC3367 -2.696e-04 3.305e-04 -0.816 0.415499
## PC3368 -2.004e-04 3.247e-04 -0.617 0.537716
## PC3369 -2.479e-04 3.089e-04 -0.803 0.422900
## PC3370 6.388e-04 3.344e-04 1.910 0.057224 .
## PC3371 2.191e-04 3.185e-04 0.688 0.492026
## PC3372 -3.082e-04 3.323e-04 -0.927 0.354630
## PC3373 3.378e-04 3.244e-04 1.041 0.298754
## PC3374 -1.084e-04 3.090e-04 -0.351 0.725915
## PC3375 -2.667e-04 3.164e-04 -0.843 0.400051
## PC3376 -3.126e-05 3.202e-04 -0.098 0.922310
## PC3377 7.904e-04 3.195e-04 2.474 0.014030 *
## PC3378 -3.040e-04 3.096e-04 -0.982 0.327139
## PC3379 -3.855e-04 3.193e-04 -1.207 0.228388
## PC3380 -2.644e-04 3.273e-04 -0.808 0.419971
## PC3381 -1.156e-05 3.255e-04 -0.036 0.971686
## PC3382 -7.868e-04 3.386e-04 -2.324 0.020926 *
## PC3383 6.614e-04 3.481e-04 1.900 0.058554 .
## PC3384 -1.047e-05 3.233e-04 -0.032 0.974194
## PC3385 2.776e-04 3.461e-04 0.802 0.423276
## PC3386 -3.100e-04 3.037e-04 -1.021 0.308323
## PC3387 1.370e-04 3.145e-04 0.436 0.663490
## PC3388 1.075e-04 3.273e-04 0.328 0.742902
## PC3389 6.098e-05 3.391e-04 0.180 0.857426
## PC3390 -3.183e-04 3.123e-04 -1.019 0.309047
## PC3391 -3.354e-04 3.114e-04 -1.077 0.282459
## PC3392 5.055e-04 3.274e-04 1.544 0.123833
## PC3393 1.800e-04 3.385e-04 0.532 0.595317
## PC3394 6.619e-04 3.206e-04 2.065 0.039974 *
## PC3395 -3.693e-04 3.295e-04 -1.121 0.263513
## PC3396 -1.098e-04 3.262e-04 -0.337 0.736651
## PC3397 1.301e-05 3.177e-04 0.041 0.967368
## PC3398 3.394e-04 3.368e-04 1.008 0.314622
## PC3399 2.047e-04 3.301e-04 0.620 0.535855
## PC3400 2.738e-04 3.063e-04 0.894 0.372250
## PC3401 2.448e-04 3.342e-04 0.732 0.464555
## PC3402 5.397e-04 3.514e-04 1.536 0.125785
## PC3403 -3.565e-04 3.092e-04 -1.153 0.249996
## PC3404 -5.537e-05 3.210e-04 -0.173 0.863182
## PC3405 -4.163e-04 3.162e-04 -1.316 0.189240
## PC3406 1.063e-04 3.105e-04 0.342 0.732458
## PC3407 -5.332e-04 3.158e-04 -1.688 0.092602 .
## PC3408 -5.257e-04 3.345e-04 -1.572 0.117243
## PC3409 -5.072e-04 3.300e-04 -1.537 0.125594
## PC3410 -1.929e-04 3.280e-04 -0.588 0.556954
## PC3411 -5.777e-04 3.098e-04 -1.864 0.063421 .
## PC3412 4.336e-04 3.176e-04 1.365 0.173336
## PC3413 3.001e-04 3.039e-04 0.988 0.324316
## PC3414 5.524e-04 3.413e-04 1.619 0.106762
## PC3415 5.074e-05 3.381e-04 0.150 0.880839
## PC3416 -2.063e-05 3.456e-04 -0.060 0.952434
## PC3417 5.879e-04 3.118e-04 1.885 0.060525 .
## PC3418 9.036e-04 3.443e-04 2.625 0.009202 **
## PC3419 1.758e-04 3.168e-04 0.555 0.579358
## PC3420 -3.606e-04 3.270e-04 -1.103 0.271139
## PC3421 -2.708e-04 3.268e-04 -0.828 0.408165
## PC3422 3.887e-04 3.088e-04 1.259 0.209219
## PC3423 7.047e-06 3.121e-04 0.023 0.982002
## PC3424 2.372e-04 3.322e-04 0.714 0.475910
## PC3425 -2.692e-04 3.203e-04 -0.840 0.401524
## PC3426 -1.474e-04 3.328e-04 -0.443 0.658132
## PC3427 -5.397e-04 3.068e-04 -1.759 0.079706 .
## PC3428 -9.189e-04 3.388e-04 -2.712 0.007136 **
## PC3429 -5.113e-04 3.259e-04 -1.569 0.117955
## PC3430 2.238e-04 3.030e-04 0.739 0.460845
## PC3431 3.161e-04 3.521e-04 0.898 0.370050
## PC3432 -5.790e-04 3.201e-04 -1.809 0.071702 .
## PC3433 -8.199e-04 3.244e-04 -2.527 0.012110 *
## PC3434 5.430e-04 3.215e-04 1.689 0.092452 .
## PC3435 -4.249e-05 3.159e-04 -0.134 0.893129
## PC3436 -8.190e-04 3.476e-04 -2.356 0.019213 *
## PC3437 6.739e-04 3.198e-04 2.107 0.036095 *
## PC3438 5.992e-05 3.212e-04 0.187 0.852163
## PC3439 -3.816e-04 2.965e-04 -1.287 0.199277
## PC3440 -1.658e-04 3.210e-04 -0.517 0.605919
## PC3441 -2.879e-04 3.177e-04 -0.906 0.365751
## PC3442 1.099e-04 3.168e-04 0.347 0.729013
## PC3443 -4.362e-04 2.963e-04 -1.472 0.142305
## PC3444 1.990e-04 3.209e-04 0.620 0.535759
## PC3445 -8.712e-04 3.280e-04 -2.656 0.008398 **
## PC3446 -5.590e-05 3.205e-04 -0.174 0.861682
## PC3447 -1.786e-04 3.053e-04 -0.585 0.559218
## PC3448 4.936e-04 3.126e-04 1.579 0.115559
## PC3449 2.888e-04 3.327e-04 0.868 0.386244
## PC3450 5.978e-04 3.321e-04 1.800 0.072998 .
## PC3451 4.522e-05 3.002e-04 0.151 0.880384
## PC3452 2.506e-04 3.118e-04 0.804 0.422382
## PC3453 9.143e-04 3.413e-04 2.679 0.007870 **
## PC3454 2.259e-04 3.115e-04 0.725 0.469128
## PC3455 5.282e-04 3.458e-04 1.527 0.127892
## PC3456 4.777e-04 3.062e-04 1.560 0.119976
## PC3457 -5.722e-05 3.302e-04 -0.173 0.862544
## PC3458 -7.872e-04 3.338e-04 -2.358 0.019110 *
## PC3459 2.044e-04 3.319e-04 0.616 0.538668
## PC3460 3.758e-04 3.340e-04 1.125 0.261537
## PC3461 5.827e-04 3.412e-04 1.708 0.088914 .
## PC3462 -6.011e-04 3.203e-04 -1.877 0.061726 .
## PC3463 -5.297e-05 3.244e-04 -0.163 0.870426
## PC3464 5.390e-04 3.199e-04 1.685 0.093204 .
## PC3465 -7.467e-04 3.134e-04 -2.382 0.017934 *
## PC3466 2.663e-05 3.246e-04 0.082 0.934682
## PC3467 -8.729e-05 3.199e-04 -0.273 0.785180
## PC3468 -4.950e-04 3.159e-04 -1.567 0.118352
## PC3469 5.672e-04 3.284e-04 1.727 0.085396 .
## PC3470 3.354e-04 3.259e-04 1.029 0.304427
## PC3471 -9.212e-05 3.242e-04 -0.284 0.776557
## PC3472 1.874e-04 3.515e-04 0.533 0.594374
## PC3473 -5.102e-04 3.174e-04 -1.608 0.109177
## PC3474 4.666e-05 2.974e-04 0.157 0.875448
## PC3475 -5.194e-04 3.458e-04 -1.502 0.134302
## PC3476 6.292e-05 3.421e-04 0.184 0.854227
## PC3477 -2.058e-04 3.335e-04 -0.617 0.537602
## PC3478 1.505e-04 3.140e-04 0.479 0.632194
## PC3479 -1.214e-03 3.580e-04 -3.390 0.000810 ***
## PC3480 -3.267e-04 3.210e-04 -1.018 0.309799
## PC3481 -7.654e-04 3.463e-04 -2.210 0.027974 *
## PC3482 3.682e-04 3.089e-04 1.192 0.234429
## PC3483 -6.447e-05 3.221e-04 -0.200 0.841501
## PC3484 3.624e-04 3.153e-04 1.149 0.251534
## PC3485 4.792e-04 3.303e-04 1.451 0.148101
## PC3486 5.144e-04 3.502e-04 1.469 0.143119
## PC3487 3.769e-05 3.336e-04 0.113 0.910145
## PC3488 9.693e-04 3.358e-04 2.886 0.004231 **
## PC3489 1.151e-04 3.418e-04 0.337 0.736681
## PC3490 1.412e-04 3.317e-04 0.426 0.670626
## PC3491 4.192e-04 3.532e-04 1.187 0.236369
## PC3492 5.091e-04 3.482e-04 1.462 0.144943
## PC3493 -6.792e-04 3.106e-04 -2.186 0.029692 *
## PC3494 -3.802e-04 3.441e-04 -1.105 0.270274
## PC3495 -1.702e-04 3.280e-04 -0.519 0.604202
## PC3496 5.006e-06 3.420e-04 0.015 0.988334
## PC3497 -1.376e-04 3.167e-04 -0.435 0.664235
## PC3498 -3.628e-04 3.354e-04 -1.082 0.280414
## PC3499 -3.713e-04 3.187e-04 -1.165 0.245071
## PC3500 4.621e-05 3.279e-04 0.141 0.888050
## PC3501 2.890e-04 3.443e-04 0.839 0.402005
## PC3502 -5.457e-05 3.165e-04 -0.172 0.863243
## PC3503 2.138e-05 3.522e-04 0.061 0.951647
## PC3504 3.360e-04 3.300e-04 1.018 0.309562
## PC3505 -1.406e-04 3.288e-04 -0.428 0.669357
## PC3506 -1.392e-04 3.093e-04 -0.450 0.653161
## PC3507 2.977e-04 3.195e-04 0.932 0.352306
## PC3508 -1.468e-04 3.094e-04 -0.475 0.635511
## PC3509 3.029e-04 3.139e-04 0.965 0.335425
## PC3510 -4.074e-05 3.131e-04 -0.130 0.896562
## PC3511 -5.397e-04 3.410e-04 -1.583 0.114712
## PC3512 -5.449e-04 3.319e-04 -1.642 0.101927
## PC3513 -9.485e-04 3.325e-04 -2.852 0.004696 **
## PC3514 -8.729e-04 3.108e-04 -2.809 0.005355 **
## PC3515 2.375e-04 3.154e-04 0.753 0.452108
## PC3516 6.780e-05 3.201e-04 0.212 0.832417
## PC3517 1.843e-04 3.323e-04 0.555 0.579714
## PC3518 -1.190e-04 3.312e-04 -0.359 0.719657
## PC3519 -2.163e-04 3.285e-04 -0.659 0.510813
## PC3520 -3.982e-04 3.142e-04 -1.267 0.206278
## PC3521 -1.782e-04 3.105e-04 -0.574 0.566562
## PC3522 -3.258e-04 3.272e-04 -0.996 0.320192
## PC3523 -3.721e-04 2.995e-04 -1.242 0.215356
## PC3524 5.915e-05 3.301e-04 0.179 0.857941
## PC3525 3.010e-06 3.249e-04 0.009 0.992616
## PC3526 3.535e-04 3.386e-04 1.044 0.297513
## PC3527 -3.228e-04 3.369e-04 -0.958 0.338777
## PC3528 -3.698e-04 3.427e-04 -1.079 0.281669
## PC3529 6.591e-05 3.125e-04 0.211 0.833137
## PC3530 -7.514e-05 3.182e-04 -0.236 0.813485
## PC3531 4.444e-04 3.117e-04 1.426 0.155240
## PC3532 -2.317e-04 3.078e-04 -0.753 0.452291
## PC3533 -4.337e-04 3.476e-04 -1.248 0.213291
## PC3534 -2.182e-04 3.272e-04 -0.667 0.505354
## PC3535 -9.218e-05 3.268e-04 -0.282 0.778106
## PC3536 -5.216e-04 3.404e-04 -1.532 0.126776
## PC3537 4.458e-04 3.356e-04 1.328 0.185238
## PC3538 -4.332e-04 3.341e-04 -1.297 0.195889
## PC3539 -6.581e-05 3.243e-04 -0.203 0.839327
## PC3540 6.463e-05 3.251e-04 0.199 0.842569
## PC3541 -3.197e-05 3.286e-04 -0.097 0.922577
## PC3542 -1.606e-04 3.239e-04 -0.496 0.620376
## PC3543 -7.173e-04 3.547e-04 -2.022 0.044220 *
## PC3544 -7.173e-04 3.093e-04 -2.319 0.021177 *
## PC3545 1.345e-04 3.182e-04 0.423 0.672974
## PC3546 -9.571e-06 3.291e-04 -0.029 0.976819
## PC3547 1.632e-04 3.496e-04 0.467 0.641107
## PC3548 -3.464e-04 3.393e-04 -1.021 0.308247
## PC3549 2.014e-04 3.328e-04 0.605 0.545623
## PC3550 -8.967e-04 3.599e-04 -2.492 0.013359 *
## PC3551 -8.650e-06 3.267e-04 -0.026 0.978899
## PC3552 3.362e-04 3.317e-04 1.014 0.311705
## PC3553 -1.220e-04 3.281e-04 -0.372 0.710236
## PC3554 -5.687e-04 3.309e-04 -1.719 0.086912 .
## PC3555 5.429e-04 3.408e-04 1.593 0.112358
## PC3556 -8.188e-04 3.253e-04 -2.517 0.012466 *
## PC3557 5.288e-04 3.353e-04 1.577 0.115979
## PC3558 3.807e-04 3.394e-04 1.122 0.263086
## PC3559 -2.280e-04 3.540e-04 -0.644 0.520173
## PC3560 -2.314e-04 3.200e-04 -0.723 0.470360
## PC3561 1.496e-04 3.312e-04 0.452 0.651828
## PC3562 3.654e-04 3.419e-04 1.069 0.286223
## PC3563 2.464e-04 3.301e-04 0.746 0.456179
## PC3564 7.871e-04 3.358e-04 2.344 0.019870 *
## PC3565 -1.438e-04 2.917e-04 -0.493 0.622402
## PC3566 -3.389e-04 3.225e-04 -1.051 0.294278
## PC3567 3.362e-04 3.345e-04 1.005 0.315926
## PC3568 -5.680e-04 3.430e-04 -1.656 0.098974 .
## PC3569 -4.372e-04 3.351e-04 -1.305 0.193226
## PC3570 -8.124e-04 3.311e-04 -2.453 0.014824 *
## PC3571 -6.568e-04 3.123e-04 -2.103 0.036425 *
## PC3572 2.050e-04 3.477e-04 0.589 0.556077
## PC3573 3.891e-04 3.279e-04 1.187 0.236438
## PC3574 6.191e-04 3.113e-04 1.989 0.047761 *
## PC3575 -4.395e-04 3.586e-04 -1.226 0.221451
## PC3576 -2.206e-04 3.221e-04 -0.685 0.493999
## PC3577 -1.180e-03 3.195e-04 -3.691 0.000273 ***
## PC3578 -6.434e-05 3.080e-04 -0.209 0.834701
## PC3579 -4.705e-04 3.265e-04 -1.441 0.150767
## PC3580 -1.187e-04 3.553e-04 -0.334 0.738570
## PC3581 5.505e-04 3.628e-04 1.517 0.130435
## PC3582 3.999e-05 3.160e-04 0.127 0.899394
## PC3583 9.550e-05 3.283e-04 0.291 0.771393
## PC3584 -1.035e-05 3.240e-04 -0.032 0.974540
## PC3585 -5.506e-05 3.277e-04 -0.168 0.866712
## PC3586 -1.217e-04 3.250e-04 -0.374 0.708355
## PC3587 -9.015e-04 3.628e-04 -2.485 0.013602 *
## PC3588 -1.076e-04 3.392e-04 -0.317 0.751355
## PC3589 -5.827e-04 3.189e-04 -1.827 0.068865 .
## PC3590 4.725e-04 3.033e-04 1.558 0.120440
## PC3591 -2.859e-04 3.213e-04 -0.890 0.374428
## PC3592 -2.155e-04 3.275e-04 -0.658 0.511211
## PC3593 1.772e-04 3.282e-04 0.540 0.589818
## PC3594 2.259e-04 3.298e-04 0.685 0.493990
## PC3595 -1.677e-04 3.239e-04 -0.518 0.605105
## PC3596 -1.558e-04 3.163e-04 -0.493 0.622609
## PC3597 7.521e-05 3.407e-04 0.221 0.825474
## PC3598 2.662e-04 3.419e-04 0.778 0.437052
## PC3599 -7.923e-04 3.534e-04 -2.242 0.025812 *
## PC3600 2.312e-04 3.296e-04 0.701 0.483646
## PC3601 7.751e-05 3.625e-04 0.214 0.830848
## PC3602 -4.528e-05 3.191e-04 -0.142 0.887260
## PC3603 1.188e-04 3.187e-04 0.373 0.709597
## PC3604 6.083e-04 3.394e-04 1.792 0.074261 .
## PC3605 3.394e-04 3.403e-04 0.997 0.319527
## PC3606 1.555e-04 3.631e-04 0.428 0.668798
## PC3607 -5.144e-04 3.110e-04 -1.654 0.099368 .
## PC3608 -3.724e-04 3.232e-04 -1.152 0.250331
## PC3609 -8.693e-05 3.359e-04 -0.259 0.795988
## PC3610 1.330e-04 3.567e-04 0.373 0.709609
## PC3611 5.014e-05 3.330e-04 0.151 0.880448
## PC3612 -2.764e-04 3.296e-04 -0.839 0.402433
## PC3613 -3.381e-04 3.114e-04 -1.086 0.278675
## PC3614 -5.766e-04 3.392e-04 -1.700 0.090340 .
## PC3615 -9.391e-05 3.415e-04 -0.275 0.783541
## PC3616 -4.909e-04 3.383e-04 -1.451 0.148011
## PC3617 2.493e-04 3.342e-04 0.746 0.456466
## PC3618 2.810e-04 3.450e-04 0.814 0.416154
## PC3619 -4.593e-04 3.379e-04 -1.359 0.175352
## PC3620 3.030e-05 3.310e-04 0.092 0.927140
## PC3621 -7.619e-05 3.527e-04 -0.216 0.829142
## PC3622 -3.204e-04 3.571e-04 -0.897 0.370365
## PC3623 -4.018e-04 3.350e-04 -1.199 0.231482
## PC3624 3.450e-04 3.245e-04 1.063 0.288751
## PC3625 1.493e-05 3.306e-04 0.045 0.964006
## PC3626 -9.813e-05 3.368e-04 -0.291 0.770975
## PC3627 -2.182e-04 3.213e-04 -0.679 0.497715
## PC3628 -2.356e-04 3.300e-04 -0.714 0.475778
## PC3629 3.249e-05 3.275e-04 0.099 0.921064
## PC3630 -8.751e-05 3.394e-04 -0.258 0.796725
## PC3631 2.963e-04 3.265e-04 0.908 0.364942
## PC3632 2.248e-04 3.545e-04 0.634 0.526529
## PC3633 -1.787e-04 3.175e-04 -0.563 0.574022
## PC3634 -7.299e-04 3.068e-04 -2.379 0.018115 *
## PC3635 -2.895e-05 3.156e-04 -0.092 0.926989
## PC3636 3.297e-04 3.451e-04 0.955 0.340365
## PC3637 -1.927e-04 3.145e-04 -0.613 0.540662
## PC3638 -6.266e-04 3.361e-04 -1.864 0.063465 .
## PC3639 -4.295e-04 3.372e-04 -1.274 0.203880
## PC3640 3.116e-04 3.158e-04 0.987 0.324682
## PC3641 3.111e-04 3.374e-04 0.922 0.357270
## PC3642 -3.288e-04 3.403e-04 -0.966 0.334806
## PC3643 3.280e-04 3.680e-04 0.891 0.373677
## PC3644 -4.101e-04 3.482e-04 -1.178 0.240076
## PC3645 -3.164e-04 3.288e-04 -0.962 0.336838
## PC3646 -3.822e-04 3.517e-04 -1.087 0.278109
## PC3647 -9.966e-05 3.356e-04 -0.297 0.766715
## PC3648 9.102e-04 3.444e-04 2.642 0.008742 **
## PC3649 -2.632e-04 3.243e-04 -0.812 0.417790
## PC3650 -2.552e-04 3.238e-04 -0.788 0.431449
## PC3651 9.208e-04 3.298e-04 2.792 0.005637 **
## PC3652 5.872e-04 3.040e-04 1.932 0.054525 .
## PC3653 1.590e-05 3.516e-04 0.045 0.963958
## PC3654 2.823e-06 3.535e-04 0.008 0.993636
## PC3655 -2.736e-04 3.386e-04 -0.808 0.419883
## PC3656 -4.240e-04 3.336e-04 -1.271 0.204888
## PC3657 -2.132e-04 3.299e-04 -0.646 0.518711
## PC3658 2.731e-04 3.263e-04 0.837 0.403489
## PC3659 -7.738e-05 3.326e-04 -0.233 0.816216
## PC3660 -2.285e-04 3.518e-04 -0.650 0.516569
## PC3661 -2.595e-04 3.401e-04 -0.763 0.446165
## PC3662 4.675e-04 3.378e-04 1.384 0.167660
## PC3663 -5.477e-04 3.188e-04 -1.718 0.087014 .
## PC3664 -2.750e-04 3.359e-04 -0.819 0.413759
## PC3665 1.629e-04 3.434e-04 0.474 0.635578
## PC3666 -1.888e-05 3.517e-04 -0.054 0.957231
## PC3667 -1.347e-04 3.312e-04 -0.407 0.684666
## PC3668 5.358e-04 3.204e-04 1.672 0.095741 .
## PC3669 -1.233e-04 3.488e-04 -0.353 0.724060
## PC3670 3.859e-04 3.197e-04 1.207 0.228603
## PC3671 -5.938e-04 3.286e-04 -1.807 0.071968 .
## PC3672 5.362e-04 3.444e-04 1.557 0.120741
## PC3673 -2.413e-04 3.237e-04 -0.745 0.456714
## PC3674 -5.843e-04 3.398e-04 -1.719 0.086749 .
## PC3675 -8.957e-05 3.359e-04 -0.267 0.789975
## PC3676 4.949e-04 3.204e-04 1.545 0.123696
## PC3677 -7.541e-04 3.392e-04 -2.223 0.027088 *
## PC3678 4.465e-04 3.254e-04 1.372 0.171169
## PC3679 6.515e-04 3.450e-04 1.888 0.060099 .
## PC3680 -5.556e-04 3.463e-04 -1.604 0.109898
## PC3681 5.619e-05 3.404e-04 0.165 0.869039
## PC3682 -1.648e-04 3.235e-04 -0.509 0.610876
## PC3683 -1.540e-04 3.427e-04 -0.449 0.653498
## PC3684 -4.967e-04 3.233e-04 -1.536 0.125686
## PC3685 1.225e-04 3.558e-04 0.344 0.730848
## PC3686 1.903e-04 3.384e-04 0.562 0.574307
## PC3687 -5.604e-04 3.332e-04 -1.682 0.093812 .
## PC3688 6.347e-04 3.087e-04 2.056 0.040786 *
## PC3689 -1.100e-03 3.446e-04 -3.193 0.001583 **
## PC3690 3.160e-06 3.079e-04 0.010 0.991819
## PC3691 8.939e-05 3.441e-04 0.260 0.795267
## PC3692 -2.892e-04 3.161e-04 -0.915 0.361230
## PC3693 -8.354e-05 3.302e-04 -0.253 0.800479
## PC3694 1.318e-04 3.234e-04 0.408 0.683899
## PC3695 -2.009e-04 2.997e-04 -0.670 0.503374
## PC3696 5.622e-04 3.131e-04 1.796 0.073760 .
## PC3697 -2.932e-04 3.475e-04 -0.844 0.399607
## PC3698 -3.596e-04 3.171e-04 -1.134 0.257896
## PC3699 1.050e-04 3.337e-04 0.315 0.753284
## PC3700 -6.529e-04 3.624e-04 -1.802 0.072787 .
## PC3701 3.186e-04 3.490e-04 0.913 0.362200
## PC3702 1.492e-04 3.130e-04 0.476 0.634135
## PC3703 1.644e-04 3.109e-04 0.529 0.597399
## PC3704 4.557e-05 3.163e-04 0.144 0.885541
## PC3705 -1.894e-04 3.309e-04 -0.572 0.567531
## PC3706 4.281e-04 3.522e-04 1.215 0.225308
## PC3707 2.610e-04 3.589e-04 0.727 0.467843
## PC3708 1.479e-04 3.359e-04 0.440 0.660074
## PC3709 4.268e-04 3.451e-04 1.237 0.217253
## PC3710 7.358e-04 3.319e-04 2.217 0.027520 *
## PC3711 -4.403e-04 3.500e-04 -1.258 0.209495
## PC3712 -2.920e-05 3.444e-04 -0.085 0.932499
## PC3713 -2.434e-04 3.496e-04 -0.696 0.486982
## PC3714 2.716e-05 3.282e-04 0.083 0.934126
## PC3715 -3.662e-04 3.401e-04 -1.076 0.282733
## PC3716 9.254e-04 3.339e-04 2.772 0.005991 **
## PC3717 -5.232e-04 3.495e-04 -1.497 0.135645
## PC3718 4.286e-04 3.514e-04 1.220 0.223733
## PC3719 -4.578e-05 3.238e-04 -0.141 0.887702
## PC3720 -9.226e-05 3.523e-04 -0.262 0.793621
## PC3721 5.230e-04 3.529e-04 1.482 0.139589
## PC3722 7.286e-04 3.253e-04 2.239 0.025994 *
## PC3723 4.489e-05 3.444e-04 0.130 0.896403
## PC3724 -8.640e-05 3.295e-04 -0.262 0.793382
## PC3725 4.571e-04 3.393e-04 1.347 0.179083
## PC3726 1.488e-04 3.533e-04 0.421 0.673901
## PC3727 -3.484e-04 3.292e-04 -1.058 0.290888
## PC3728 -1.224e-04 3.222e-04 -0.380 0.704487
## PC3729 7.428e-04 3.548e-04 2.094 0.037283 *
## PC3730 -1.304e-04 3.548e-04 -0.367 0.713594
## PC3731 -2.436e-04 3.240e-04 -0.752 0.452731
## PC3732 1.502e-04 3.653e-04 0.411 0.681373
## PC3733 -7.666e-04 3.500e-04 -2.190 0.029414 *
## PC3734 -8.586e-05 3.507e-04 -0.245 0.806772
## PC3735 9.126e-06 3.386e-04 0.027 0.978519
## PC3736 -3.560e-05 3.144e-04 -0.113 0.909917
## PC3737 3.731e-04 3.445e-04 1.083 0.279909
## PC3738 9.396e-05 3.123e-04 0.301 0.763792
## PC3739 -1.841e-04 3.264e-04 -0.564 0.573236
## PC3740 -1.661e-04 3.410e-04 -0.487 0.626685
## PC3741 4.076e-04 3.311e-04 1.231 0.219381
## PC3742 6.181e-04 3.405e-04 1.815 0.070687 .
## PC3743 1.424e-08 3.431e-04 0.000 0.999967
## PC3744 -1.011e-04 3.609e-04 -0.280 0.779555
## PC3745 7.724e-05 3.416e-04 0.226 0.821291
## PC3746 5.590e-04 3.141e-04 1.780 0.076271 .
## PC3747 5.301e-04 3.489e-04 1.519 0.129906
## PC3748 9.384e-04 3.520e-04 2.666 0.008174 **
## PC3749 1.391e-04 3.381e-04 0.411 0.681116
## PC3750 4.516e-04 3.416e-04 1.322 0.187281
## PC3751 6.141e-04 3.350e-04 1.833 0.067900 .
## PC3752 1.721e-04 3.294e-04 0.522 0.601822
## PC3753 1.410e-04 3.504e-04 0.402 0.687838
## PC3754 -3.799e-04 3.301e-04 -1.151 0.250860
## PC3755 -2.327e-04 3.627e-04 -0.642 0.521753
## PC3756 3.381e-04 3.591e-04 0.941 0.347426
## PC3757 -7.392e-04 3.305e-04 -2.236 0.026192 *
## PC3758 6.533e-05 3.108e-04 0.210 0.833689
## PC3759 -1.596e-04 3.389e-04 -0.471 0.637956
## PC3760 -2.785e-04 3.370e-04 -0.826 0.409437
## PC3761 1.118e-03 3.556e-04 3.145 0.001860 **
## PC3762 1.271e-03 3.458e-04 3.674 0.000291 ***
## PC3763 3.111e-04 3.339e-04 0.932 0.352430
## PC3764 4.452e-04 3.489e-04 1.276 0.203174
## PC3765 6.636e-05 3.510e-04 0.189 0.850195
## PC3766 -2.671e-05 3.407e-04 -0.078 0.937591
## PC3767 5.215e-04 3.521e-04 1.481 0.139887
## PC3768 8.059e-05 3.287e-04 0.245 0.806532
## PC3769 -1.697e-05 3.548e-04 -0.048 0.961887
## PC3770 4.748e-04 3.412e-04 1.392 0.165267
## PC3771 -3.388e-04 3.145e-04 -1.077 0.282351
## PC3772 -2.167e-04 3.139e-04 -0.691 0.490485
## PC3773 8.420e-04 3.551e-04 2.371 0.018487 *
## PC3774 -2.537e-04 3.448e-04 -0.736 0.462619
## PC3775 -7.021e-04 3.447e-04 -2.037 0.042725 *
## PC3776 2.035e-04 3.454e-04 0.589 0.556182
## PC3777 3.964e-04 3.391e-04 1.169 0.243540
## PC3778 3.903e-04 3.272e-04 1.193 0.233979
## PC3779 -3.163e-04 3.349e-04 -0.945 0.345728
## PC3780 -7.709e-04 3.282e-04 -2.349 0.019592 *
## PC3781 -2.803e-05 3.655e-04 -0.077 0.938931
## PC3782 -3.456e-04 3.300e-04 -1.047 0.296056
## PC3783 4.007e-04 3.314e-04 1.209 0.227666
## PC3784 2.157e-04 3.335e-04 0.647 0.518315
## PC3785 6.796e-04 3.385e-04 2.007 0.045766 *
## PC3786 3.697e-04 3.402e-04 1.087 0.278157
## PC3787 8.841e-06 3.445e-04 0.026 0.979544
## PC3788 -6.726e-04 3.268e-04 -2.058 0.040606 *
## PC3789 -1.354e-04 3.295e-04 -0.411 0.681533
## PC3790 -6.720e-04 3.504e-04 -1.918 0.056265 .
## PC3791 5.799e-04 3.460e-04 1.676 0.095002 .
## PC3792 3.253e-04 3.597e-04 0.904 0.366620
## PC3793 1.947e-04 3.344e-04 0.582 0.560864
## PC3794 1.552e-04 3.738e-04 0.415 0.678376
## PC3795 -8.114e-04 3.471e-04 -2.337 0.020192 *
## PC3796 2.877e-04 3.635e-04 0.792 0.429334
## PC3797 2.695e-04 3.454e-04 0.780 0.435921
## PC3798 5.003e-04 3.420e-04 1.463 0.144652
## PC3799 7.438e-05 3.275e-04 0.227 0.820502
## PC3800 5.853e-04 3.215e-04 1.820 0.069888 .
## PC3801 -8.164e-04 3.370e-04 -2.422 0.016131 *
## PC3802 1.908e-04 3.400e-04 0.561 0.575291
## PC3803 4.851e-04 3.402e-04 1.426 0.155099
## PC3804 -3.329e-04 3.492e-04 -0.953 0.341444
## PC3805 -1.442e-03 3.353e-04 -4.301 2.43e-05 ***
## PC3806 8.489e-04 3.362e-04 2.525 0.012179 *
## PC3807 -7.363e-04 3.212e-04 -2.293 0.022689 *
## PC3808 -1.875e-04 3.115e-04 -0.602 0.547753
## PC3809 -2.081e-04 3.454e-04 -0.603 0.547366
## PC3810 -2.872e-04 3.594e-04 -0.799 0.424891
## PC3811 2.194e-04 3.235e-04 0.678 0.498359
## PC3812 4.439e-05 3.411e-04 0.130 0.896548
## PC3813 -2.370e-04 3.212e-04 -0.738 0.461147
## PC3814 -3.086e-04 3.610e-04 -0.855 0.393420
## PC3815 -3.938e-04 3.408e-04 -1.155 0.249010
## PC3816 -5.617e-04 3.690e-04 -1.522 0.129196
## PC3817 -5.265e-05 3.102e-04 -0.170 0.865358
## PC3818 5.116e-04 3.540e-04 1.445 0.149617
## PC3819 -6.617e-04 3.588e-04 -1.844 0.066313 .
## PC3820 -3.177e-04 3.572e-04 -0.890 0.374503
## PC3821 -9.875e-05 3.244e-04 -0.304 0.761035
## PC3822 1.521e-04 3.171e-04 0.480 0.631757
## PC3823 -1.880e-04 3.538e-04 -0.531 0.595676
## PC3824 -1.472e-04 3.256e-04 -0.452 0.651524
## PC3825 5.882e-05 3.295e-04 0.178 0.858481
## PC3826 -4.960e-04 3.598e-04 -1.378 0.169309
## PC3827 2.074e-04 3.402e-04 0.610 0.542666
## PC3828 -2.177e-04 3.529e-04 -0.617 0.537944
## PC3829 -3.742e-04 3.465e-04 -1.080 0.281182
## PC3830 -2.029e-05 3.071e-04 -0.066 0.947375
## PC3831 -7.834e-05 3.266e-04 -0.240 0.810600
## PC3832 2.419e-04 3.498e-04 0.692 0.489790
## PC3833 -7.317e-04 3.633e-04 -2.014 0.045035 *
## PC3834 8.893e-04 3.514e-04 2.530 0.011998 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.01319 on 254 degrees of freedom
## Multiple R-squared: 0.9893, Adjusted R-squared: 0.828
## F-statistic: 6.133 on 3834 and 254 DF, p-value: < 2.2e-16cd.full2 = plot.diagnostics(model.full2, data.train2)
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## [1] "Number of data points that have Cook's D > 4/n: 2538"
## [1] "Number of data points that have Cook's D > 1: 0"# much more normal residuals than before.
# Checking to see if distributions are different and if so whcih variables
# High Leverage Plot
plotData = data.train %>%
rownames_to_column() %>%
mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
dplyr::select(type,target=one_of(label.names))
ggplot(data=plotData, aes(x=type,y=target)) +
geom_boxplot(fill='light blue',outlier.shape=NA) +
scale_y_continuous(name="Target Variable Values",label=scales::comma_format(accuracy=.1)) +
theme_light() +
ggtitle('Distribution of High Leverage Points and Normal Points')
# 2 sample t-tests
plotData = data.train %>%
rownames_to_column() %>%
mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
dplyr::select(type,one_of(feature.names))
comp.test = lapply(dplyr::select(plotData, one_of(feature.names))
, function(x) t.test(x ~ plotData$type, var.equal = TRUE))
sig.comp = list.filter(comp.test, p.value < 0.05)
sapply(sig.comp, function(x) x[['p.value']])## PC20 PC56 PC73 PC76 PC99 PC121 PC225 PC228 PC236
## 0.0404205488 0.0041725423 0.0034735323 0.0380296840 0.0288082983 0.0370665709 0.0080976753 0.0273669999 0.0123657379
## PC276 PC289 PC333 PC346 PC347 PC361 PC376 PC378 PC384
## 0.0306515097 0.0012861618 0.0134198293 0.0279793868 0.0372039763 0.0262184019 0.0053716313 0.0188813831 0.0469160619
## PC389 PC402 PC411 PC460 PC470 PC507 PC518 PC529 PC540
## 0.0023302815 0.0475960150 0.0390801744 0.0356475008 0.0037810993 0.0180267708 0.0383105748 0.0134091832 0.0485250405
## PC557 PC575 PC577 PC586 PC595 PC628 PC688 PC706 PC709
## 0.0418001144 0.0282011622 0.0459883258 0.0264089360 0.0132746864 0.0364731801 0.0352369019 0.0149901631 0.0354756316
## PC718 PC719 PC721 PC747 PC751 PC761 PC769 PC773 PC775
## 0.0359441728 0.0006491899 0.0152088258 0.0416402258 0.0091313101 0.0371318389 0.0383979371 0.0173805590 0.0148583781
## PC790 PC796 PC800 PC805 PC811 PC817 PC825 PC841 PC940
## 0.0283346842 0.0336355650 0.0416457542 0.0083174041 0.0273015620 0.0186722222 0.0009371591 0.0436826183 0.0303254039
## PC957 PC974 PC978 PC987 PC996 PC1002 PC1027 PC1029 PC1030
## 0.0479023206 0.0340475453 0.0363452466 0.0279412321 0.0167071837 0.0256162862 0.0245778048 0.0330507491 0.0062129256
## PC1039 PC1073 PC1100 PC1108 PC1115 PC1138 PC1153 PC1180 PC1197
## 0.0104644386 0.0327107661 0.0006579116 0.0142312202 0.0127277010 0.0052563035 0.0477572808 0.0313758207 0.0421937881
## PC1211 PC1214 PC1220 PC1221 PC1224 PC1230 PC1239 PC1256 PC1263
## 0.0240161121 0.0024182175 0.0466258501 0.0203974246 0.0009307180 0.0350441067 0.0036735902 0.0020740975 0.0377644491
## PC1306 PC1319 PC1323 PC1346 PC1385 PC1410 PC1427 PC1431 PC1479
## 0.0129239650 0.0436751323 0.0134311355 0.0252514505 0.0112612637 0.0020045395 0.0264686593 0.0202079214 0.0090486056
## PC1490 PC1503 PC1507 PC1511 PC1532 PC1535 PC1539 PC1558 PC1561
## 0.0345832768 0.0154964345 0.0355061338 0.0157381922 0.0395933380 0.0044057518 0.0418008904 0.0029840679 0.0079556540
## PC1614 PC1666 PC1677 PC1681 PC1683 PC1705 PC1708 PC1738 PC1742
## 0.0210297092 0.0062119352 0.0270600131 0.0295509320 0.0430004090 0.0173380318 0.0142838431 0.0480371743 0.0167680924
## PC1756 PC1766 PC1773 PC1781 PC1830 PC1881 PC1889 PC1916 PC1917
## 0.0029900097 0.0370631113 0.0074589562 0.0407613167 0.0361583016 0.0301595366 0.0465660474 0.0072424267 0.0241502042
## PC1923 PC1946 PC1956 PC1961 PC1978 PC1987 PC2006 PC2015 PC2019
## 0.0064871726 0.0273454383 0.0217203908 0.0234968372 0.0107567314 0.0443148370 0.0304403191 0.0083886451 0.0458853644
## PC2032 PC2039 PC2040 PC2043 PC2101 PC2107 PC2114 PC2116 PC2119
## 0.0338178096 0.0107167670 0.0076610571 0.0399586081 0.0043139027 0.0212425295 0.0300821117 0.0341016796 0.0201726552
## PC2143 PC2156 PC2164 PC2174 PC2183 PC2187 PC2201 PC2225 PC2254
## 0.0338554431 0.0399278134 0.0249086338 0.0068150122 0.0161324265 0.0075905291 0.0006991246 0.0304880309 0.0123780401
## PC2303 PC2327 PC2369 PC2376 PC2380 PC2391 PC2411 PC2426 PC2437
## 0.0086624653 0.0164232783 0.0261840171 0.0334814783 0.0482145672 0.0318884637 0.0404632264 0.0125897682 0.0381249531
## PC2441 PC2458 PC2509 PC2550 PC2564 PC2583 PC2608 PC2646 PC2653
## 0.0154513540 0.0394862840 0.0039053317 0.0229713471 0.0488685075 0.0339526446 0.0245568970 0.0399731316 0.0072461575
## PC2667 PC2673 PC2696 PC2699 PC2738 PC2757 PC2768 PC2790 PC2832
## 0.0023953632 0.0243163101 0.0319141505 0.0219324439 0.0499686843 0.0338471454 0.0388474154 0.0235598349 0.0088184356
## PC2835 PC2837 PC2855 PC2857 PC2859 PC2861 PC2900 PC2925 PC2934
## 0.0460687341 0.0236680507 0.0314128452 0.0107043786 0.0182618029 0.0147993678 0.0169660855 0.0084946283 0.0104095107
## PC2936 PC2951 PC2961 PC2992 PC3049 PC3052 PC3087 PC3120 PC3123
## 0.0411011269 0.0396485309 0.0448586683 0.0113122159 0.0048017313 0.0183216047 0.0174963824 0.0046966451 0.0208774081
## PC3132 PC3146 PC3158 PC3173 PC3175 PC3215 PC3236 PC3246 PC3251
## 0.0331561197 0.0300791959 0.0446122589 0.0075906007 0.0410295923 0.0212392459 0.0100507166 0.0078250125 0.0427850662
## PC3272 PC3304 PC3344 PC3353 PC3374 PC3382 PC3395 PC3413 PC3482
## 0.0308364994 0.0478033058 0.0041182717 0.0328493389 0.0116885925 0.0340276044 0.0486547264 0.0333152697 0.0232259912
## PC3486 PC3502 PC3528 PC3561 PC3565 PC3576 PC3591 PC3630 PC3635
## 0.0471803218 0.0157929872 0.0058965085 0.0381754417 0.0199802214 0.0235784449 0.0395068022 0.0209184193 0.0197900448
## PC3648 PC3665 PC3673 PC3732 PC3738 PC3742 PC3745 PC3801 PC3802
## 0.0201392078 0.0251091888 0.0481105325 0.0379783988 0.0131446983 0.0126827021 0.0080334717 0.0012356444 0.0087587571
## PC3804 PC3828
## 0.0295915586 0.0270579650mm = melt(plotData, id=c('type')) %>% filter(variable %in% names(sig.comp))
ggplot(mm,aes(x=type, y=value)) +
geom_boxplot()+
facet_wrap(~variable, ncol=5, scales = 'free_y') +
scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
ggtitle('Distribution of High Leverage Points and Normal Points')
# Distribution (box) Plots
mm = melt(plotData, id=c('type'))
ggplot(mm,aes(x=type, y=value)) +
geom_boxplot()+
facet_wrap(~variable, ncol=8, scales = 'free_y') +
scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
ggtitle('Distribution of High Leverage Points and Normal Points')
Grand Means Model
model.null = lm(grand.mean.formula, data.train)
summary(model.null)##
## Call:
## lm(formula = grand.mean.formula, data = data.train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.11509 -0.02395 -0.00343 0.02081 0.17481
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.0969677 0.0004816 4355 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.03598 on 5583 degrees of freedomVariable Selection
Basic: http://www.stat.columbia.edu/~martin/W2024/R10.pdf Cross Validation + Other Metrics: http://www.sthda.com/english/articles/37-model-selection-essentials-in-r/154-stepwise-regression-essentials-in-r/
Forward Selection with CV
Train
if (algo.forward.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
, data = data.train
, method = "leapForward"
, feature.names = feature.names)
model.forward = returned$model
id = returned$id
}Test
if (algo.forward.caret == TRUE){
test.model(model=model.forward, test=data.test
,method = 'leapForward',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}Backward Elimination with CV
Train
if (algo.backward.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "leapBackward"
,feature.names = feature.names)
model.backward = returned$model
id = returned$id
}Test
if (algo.backward.caret == TRUE){
test.model(model.backward, data.test
,method = 'leapBackward',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}Stepwise Selection with CV
Train
if (algo.stepwise.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "leapSeq"
,feature.names = feature.names)
model.stepwise = returned$model
id = returned$id
}Test
if (algo.stepwise.caret == TRUE){
test.model(model.stepwise, data.test
,method = 'leapSeq',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}LASSO with CV
Train
if (algo.LASSO.caret == TRUE){
set.seed(1)
tune.grid= expand.grid(alpha = 1,lambda = 10^seq(from=-4,to=-2,length=100))
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "glmnet"
,subopt = 'LASSO'
,tune.grid = tune.grid
,feature.names = feature.names)
model.LASSO.caret = returned$model
}## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.## Aggregating results
## Selecting tuning parameters
## Fitting alpha = 1, lambda = 0.000705 on full training set
## glmnet
##
## 5584 samples
## 3834 predictors
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ...
## Resampling results across tuning parameters:
##
## lambda RMSE Rsquared MAE
## 0.0001000000 0.04121500 0.07623461 0.03228124
## 0.0001047616 0.04084163 0.07766564 0.03197494
## 0.0001097499 0.04047504 0.07915835 0.03167665
## 0.0001149757 0.04011112 0.08069531 0.03137938
## 0.0001204504 0.03975561 0.08225684 0.03108768
## 0.0001261857 0.03940642 0.08386300 0.03079766
## 0.0001321941 0.03906758 0.08550047 0.03051329
## 0.0001384886 0.03873294 0.08719317 0.03023118
## 0.0001450829 0.03840857 0.08892559 0.02995741
## 0.0001519911 0.03809310 0.09066663 0.02969113
## 0.0001592283 0.03778972 0.09245720 0.02943679
## 0.0001668101 0.03749482 0.09424132 0.02919263
## 0.0001747528 0.03721160 0.09604495 0.02895446
## 0.0001830738 0.03693688 0.09786347 0.02872429
## 0.0001917910 0.03667716 0.09964752 0.02851015
## 0.0002009233 0.03642770 0.10141774 0.02830602
## 0.0002104904 0.03618970 0.10319490 0.02811458
## 0.0002205131 0.03596145 0.10497609 0.02793416
## 0.0002310130 0.03574375 0.10679502 0.02775808
## 0.0002420128 0.03553442 0.10863823 0.02759118
## 0.0002535364 0.03533674 0.11048884 0.02743628
## 0.0002656088 0.03514839 0.11232853 0.02729126
## 0.0002782559 0.03497048 0.11420058 0.02715102
## 0.0002915053 0.03480222 0.11605257 0.02701730
## 0.0003053856 0.03464064 0.11802137 0.02689049
## 0.0003199267 0.03448823 0.11997975 0.02676886
## 0.0003351603 0.03434702 0.12188660 0.02665570
## 0.0003511192 0.03421619 0.12374536 0.02655167
## 0.0003678380 0.03409541 0.12556303 0.02645416
## 0.0003853529 0.03398625 0.12724299 0.02636521
## 0.0004037017 0.03388546 0.12890401 0.02628480
## 0.0004229243 0.03379498 0.13045731 0.02621584
## 0.0004430621 0.03371274 0.13198938 0.02615388
## 0.0004641589 0.03364070 0.13338597 0.02610046
## 0.0004862602 0.03357864 0.13464642 0.02605457
## 0.0005094138 0.03352668 0.13573719 0.02601552
## 0.0005336699 0.03348371 0.13669510 0.02598461
## 0.0005590810 0.03345278 0.13736008 0.02596182
## 0.0005857021 0.03342608 0.13806095 0.02594392
## 0.0006135907 0.03341027 0.13846427 0.02593126
## 0.0006428073 0.03340068 0.13874513 0.02592568
## 0.0006734151 0.03339866 0.13883765 0.02592586
## 0.0007054802 0.03339850 0.13901169 0.02592585
## 0.0007390722 0.03340263 0.13912469 0.02592934
## 0.0007742637 0.03340818 0.13931124 0.02593754
## 0.0008111308 0.03341811 0.13938720 0.02595027
## 0.0008497534 0.03343160 0.13938036 0.02596363
## 0.0008902151 0.03345311 0.13899634 0.02598375
## 0.0009326033 0.03347002 0.13894983 0.02599860
## 0.0009770100 0.03349017 0.13875525 0.02601335
## 0.0010235310 0.03350871 0.13874172 0.02602429
## 0.0010722672 0.03353401 0.13833642 0.02604053
## 0.0011233240 0.03356487 0.13762840 0.02606352
## 0.0011768120 0.03360357 0.13644350 0.02609318
## 0.0012328467 0.03365031 0.13470494 0.02613404
## 0.0012915497 0.03370295 0.13252633 0.02617958
## 0.0013530478 0.03376204 0.12983542 0.02622777
## 0.0014174742 0.03382611 0.12675808 0.02627904
## 0.0014849683 0.03389171 0.12353820 0.02633031
## 0.0015556761 0.03396162 0.11996563 0.02638448
## 0.0016297508 0.03403428 0.11614566 0.02644034
## 0.0017073526 0.03411022 0.11201925 0.02649872
## 0.0017886495 0.03418110 0.10817897 0.02655224
## 0.0018738174 0.03425078 0.10435183 0.02660331
## 0.0019630407 0.03431469 0.10090083 0.02665008
## 0.0020565123 0.03437740 0.09749359 0.02669687
## 0.0021544347 0.03443337 0.09458433 0.02673903
## 0.0022570197 0.03449063 0.09153344 0.02678128
## 0.0023644894 0.03454392 0.08878143 0.02682004
## 0.0024770764 0.03459881 0.08587355 0.02686083
## 0.0025950242 0.03464591 0.08354325 0.02689707
## 0.0027185882 0.03468945 0.08144134 0.02693126
## 0.0028480359 0.03472551 0.07997626 0.02695922
## 0.0029836472 0.03476189 0.07853867 0.02698921
## 0.0031257158 0.03479935 0.07703958 0.02701993
## 0.0032745492 0.03483921 0.07536377 0.02705173
## 0.0034304693 0.03487773 0.07380094 0.02708177
## 0.0035938137 0.03491626 0.07224112 0.02711085
## 0.0037649358 0.03495390 0.07083222 0.02713871
## 0.0039442061 0.03499255 0.06939068 0.02716626
## 0.0041320124 0.03503017 0.06806679 0.02719202
## 0.0043287613 0.03506525 0.06707065 0.02721558
## 0.0045348785 0.03509684 0.06656706 0.02723581
## 0.0047508102 0.03512907 0.06617078 0.02725649
## 0.0049770236 0.03516076 0.06614382 0.02727658
## 0.0052140083 0.03519519 0.06614382 0.02729851
## 0.0054622772 0.03523294 0.06614382 0.02732251
## 0.0057223677 0.03527431 0.06614382 0.02734861
## 0.0059948425 0.03531964 0.06614382 0.02737800
## 0.0062802914 0.03536932 0.06614382 0.02741003
## 0.0065793322 0.03542375 0.06614382 0.02744584
## 0.0068926121 0.03548338 0.06614382 0.02748569
## 0.0072208090 0.03554870 0.06614382 0.02752888
## 0.0075646333 0.03562023 0.06614382 0.02757713
## 0.0079248290 0.03569856 0.06614382 0.02763186
## 0.0083021757 0.03578432 0.06614382 0.02769326
## 0.0086974900 0.03587819 0.06614382 0.02776103
## 0.0091116276 0.03595785 0.04268141 0.02781865
## 0.0095454846 0.03597288 NaN 0.02782868
## 0.0100000000 0.03597288 NaN 0.02782868
##
## Tuning parameter 'alpha' was held constant at a value of 1
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 1 and lambda = 0.0007054802.
## alpha lambda
## 43 1 0.0007054802
## alpha lambda RMSE Rsquared MAE RMSESD RsquaredSD MAESD
## 1 1 0.0001000000 0.04121500 0.07623461 0.03228124 0.0010171774 0.023239463 0.0007544575
## 2 1 0.0001047616 0.04084163 0.07766564 0.03197494 0.0010171130 0.023317110 0.0007517806
## 3 1 0.0001097499 0.04047504 0.07915835 0.03167665 0.0010180711 0.023441695 0.0007532140
## 4 1 0.0001149757 0.04011112 0.08069531 0.03137938 0.0010203634 0.023569379 0.0007562485
## 5 1 0.0001204504 0.03975561 0.08225684 0.03108768 0.0010216862 0.023645746 0.0007610588
## 6 1 0.0001261857 0.03940642 0.08386300 0.03079766 0.0010237587 0.023689768 0.0007655989
## 7 1 0.0001321941 0.03906758 0.08550047 0.03051329 0.0010191987 0.023626544 0.0007676186
## 8 1 0.0001384886 0.03873294 0.08719317 0.03023118 0.0010131806 0.023522858 0.0007639257
## 9 1 0.0001450829 0.03840857 0.08892559 0.02995741 0.0010022296 0.023332446 0.0007547783
## 10 1 0.0001519911 0.03809310 0.09066663 0.02969113 0.0009930700 0.023132859 0.0007457288
## 11 1 0.0001592283 0.03778972 0.09245720 0.02943679 0.0009830721 0.022975151 0.0007369430
## 12 1 0.0001668101 0.03749482 0.09424132 0.02919263 0.0009731574 0.022776970 0.0007232857
## 13 1 0.0001747528 0.03721160 0.09604495 0.02895446 0.0009628912 0.022571782 0.0007117510
## 14 1 0.0001830738 0.03693688 0.09786347 0.02872429 0.0009545681 0.022359551 0.0007010215
## 15 1 0.0001917910 0.03667716 0.09964752 0.02851015 0.0009508238 0.022246104 0.0006967550
## 16 1 0.0002009233 0.03642770 0.10141774 0.02830602 0.0009487715 0.022119525 0.0006908029
## 17 1 0.0002104904 0.03618970 0.10319490 0.02811458 0.0009450630 0.021998568 0.0006816640
## 18 1 0.0002205131 0.03596145 0.10497609 0.02793416 0.0009415200 0.021879880 0.0006686302
## 19 1 0.0002310130 0.03574375 0.10679502 0.02775808 0.0009379130 0.021780923 0.0006544225
## 20 1 0.0002420128 0.03553442 0.10863823 0.02759118 0.0009337433 0.021631879 0.0006359294
## 21 1 0.0002535364 0.03533674 0.11048884 0.02743628 0.0009269733 0.021440698 0.0006155355
## 22 1 0.0002656088 0.03514839 0.11232853 0.02729126 0.0009193707 0.021225598 0.0005961305
## 23 1 0.0002782559 0.03497048 0.11420058 0.02715102 0.0009121600 0.021042497 0.0005761452
## 24 1 0.0002915053 0.03480222 0.11605257 0.02701730 0.0009045208 0.020813818 0.0005519132
## 25 1 0.0003053856 0.03464064 0.11802137 0.02689049 0.0008993369 0.020646621 0.0005296113
## 26 1 0.0003199267 0.03448823 0.11997975 0.02676886 0.0008934330 0.020485815 0.0005094080
## 27 1 0.0003351603 0.03434702 0.12188660 0.02665570 0.0008877643 0.020377680 0.0004920663
## 28 1 0.0003511192 0.03421619 0.12374536 0.02655167 0.0008817480 0.020259373 0.0004773176
## 29 1 0.0003678380 0.03409541 0.12556303 0.02645416 0.0008787303 0.020222288 0.0004650550
## 30 1 0.0003853529 0.03398625 0.12724299 0.02636521 0.0008760625 0.020154099 0.0004552791
## 31 1 0.0004037017 0.03388546 0.12890401 0.02628480 0.0008726617 0.020125065 0.0004466618
## 32 1 0.0004229243 0.03379498 0.13045731 0.02621584 0.0008672881 0.020056899 0.0004411530
## 33 1 0.0004430621 0.03371274 0.13198938 0.02615388 0.0008606917 0.019809018 0.0004368452
## 34 1 0.0004641589 0.03364070 0.13338597 0.02610046 0.0008539142 0.019579840 0.0004363300
## 35 1 0.0004862602 0.03357864 0.13464642 0.02605457 0.0008548785 0.019585546 0.0004410537
## 36 1 0.0005094138 0.03352668 0.13573719 0.02601552 0.0008555361 0.019651060 0.0004463062
## 37 1 0.0005336699 0.03348371 0.13669510 0.02598461 0.0008586929 0.019762708 0.0004493225
## 38 1 0.0005590810 0.03345278 0.13736008 0.02596182 0.0008639777 0.019928862 0.0004500510
## 39 1 0.0005857021 0.03342608 0.13806095 0.02594392 0.0008760638 0.020219509 0.0004496577
## 40 1 0.0006135907 0.03341027 0.13846427 0.02593126 0.0008873285 0.020509206 0.0004487082
## 41 1 0.0006428073 0.03340068 0.13874513 0.02592568 0.0008981596 0.020675535 0.0004508893
## 42 1 0.0006734151 0.03339866 0.13883765 0.02592586 0.0009071016 0.021010844 0.0004570503
## 43 1 0.0007054802 0.03339850 0.13901169 0.02592585 0.0009146556 0.021370492 0.0004629150
## 44 1 0.0007390722 0.03340263 0.13912469 0.02592934 0.0009194593 0.021869008 0.0004686083
## 45 1 0.0007742637 0.03340818 0.13931124 0.02593754 0.0009271338 0.022259353 0.0004736647
## 46 1 0.0008111308 0.03341811 0.13938720 0.02595027 0.0009295458 0.022699083 0.0004779308
## 47 1 0.0008497534 0.03343160 0.13938036 0.02596363 0.0009331897 0.023236309 0.0004834675
## 48 1 0.0008902151 0.03345311 0.13899634 0.02598375 0.0009351638 0.023789817 0.0004892286
## 49 1 0.0009326033 0.03347002 0.13894983 0.02599860 0.0009359807 0.024239032 0.0004922890
## 50 1 0.0009770100 0.03349017 0.13875525 0.02601335 0.0009313890 0.024393576 0.0004931062
## 51 1 0.0010235310 0.03350871 0.13874172 0.02602429 0.0009306826 0.024666162 0.0004982959
## 52 1 0.0010722672 0.03353401 0.13833642 0.02604053 0.0009291765 0.024977179 0.0005053224
## 53 1 0.0011233240 0.03356487 0.13762840 0.02606352 0.0009302962 0.025275837 0.0005127523
## 54 1 0.0011768120 0.03360357 0.13644350 0.02609318 0.0009300679 0.025632056 0.0005179770
## 55 1 0.0012328467 0.03365031 0.13470494 0.02613404 0.0009275688 0.025856416 0.0005206398
## 56 1 0.0012915497 0.03370295 0.13252633 0.02617958 0.0009236211 0.025971761 0.0005231565
## 57 1 0.0013530478 0.03376204 0.12983542 0.02622777 0.0009215433 0.025954879 0.0005270331
## 58 1 0.0014174742 0.03382611 0.12675808 0.02627904 0.0009185949 0.025881915 0.0005300547
## 59 1 0.0014849683 0.03389171 0.12353820 0.02633031 0.0009204308 0.025797092 0.0005345504
## 60 1 0.0015556761 0.03396162 0.11996563 0.02638448 0.0009215672 0.025831763 0.0005378147
## 61 1 0.0016297508 0.03403428 0.11614566 0.02644034 0.0009228558 0.025896115 0.0005390662
## 62 1 0.0017073526 0.03411022 0.11201925 0.02649872 0.0009233078 0.026125868 0.0005404231
## 63 1 0.0017886495 0.03418110 0.10817897 0.02655224 0.0009232291 0.026147381 0.0005405919
## 64 1 0.0018738174 0.03425078 0.10435183 0.02660331 0.0009192547 0.026032106 0.0005380046
## 65 1 0.0019630407 0.03431469 0.10090083 0.02665008 0.0009167177 0.025868418 0.0005338966
## 66 1 0.0020565123 0.03437740 0.09749359 0.02669687 0.0009110701 0.025887924 0.0005279834
## 67 1 0.0021544347 0.03443337 0.09458433 0.02673903 0.0009086208 0.025975584 0.0005225809
## 68 1 0.0022570197 0.03449063 0.09153344 0.02678128 0.0009052592 0.026047995 0.0005162016
## 69 1 0.0023644894 0.03454392 0.08878143 0.02682004 0.0009039479 0.026194584 0.0005111906
## 70 1 0.0024770764 0.03459881 0.08587355 0.02686083 0.0009020117 0.026384110 0.0005069128
## 71 1 0.0025950242 0.03464591 0.08354325 0.02689707 0.0009032243 0.026270971 0.0005042076
## 72 1 0.0027185882 0.03468945 0.08144134 0.02693126 0.0009005807 0.025959662 0.0004998069
## 73 1 0.0028480359 0.03472551 0.07997626 0.02695922 0.0009013409 0.025716335 0.0004967962
## 74 1 0.0029836472 0.03476189 0.07853867 0.02698921 0.0009009596 0.025670497 0.0004933691
## 75 1 0.0031257158 0.03479935 0.07703958 0.02701993 0.0009015600 0.025616710 0.0004910614
## 76 1 0.0032745492 0.03483921 0.07536377 0.02705173 0.0009021332 0.025493273 0.0004879453
## 77 1 0.0034304693 0.03487773 0.07380094 0.02708177 0.0009032230 0.025159268 0.0004839900
## 78 1 0.0035938137 0.03491626 0.07224112 0.02711085 0.0009035821 0.024743338 0.0004805580
## 79 1 0.0037649358 0.03495390 0.07083222 0.02713871 0.0009064430 0.024381431 0.0004780720
## 80 1 0.0039442061 0.03499255 0.06939068 0.02716626 0.0009075916 0.024158437 0.0004751542
## 81 1 0.0041320124 0.03503017 0.06806679 0.02719202 0.0009053200 0.023731356 0.0004693186
## 82 1 0.0043287613 0.03506525 0.06707065 0.02721558 0.0008994341 0.023587208 0.0004615863
## 83 1 0.0045348785 0.03509684 0.06656706 0.02723581 0.0008948703 0.023620077 0.0004552828
## 84 1 0.0047508102 0.03512907 0.06617078 0.02725649 0.0008892239 0.023513970 0.0004481350
## 85 1 0.0049770236 0.03516076 0.06614382 0.02727658 0.0008858365 0.023534867 0.0004417622
## 86 1 0.0052140083 0.03519519 0.06614382 0.02729851 0.0008824400 0.023534867 0.0004357123
## 87 1 0.0054622772 0.03523294 0.06614382 0.02732251 0.0008790817 0.023534867 0.0004297861
## 88 1 0.0057223677 0.03527431 0.06614382 0.02734861 0.0008757863 0.023534867 0.0004233945
## 89 1 0.0059948425 0.03531964 0.06614382 0.02737800 0.0008725823 0.023534867 0.0004178187
## 90 1 0.0062802914 0.03536932 0.06614382 0.02741003 0.0008695023 0.023534867 0.0004121080
## 91 1 0.0065793322 0.03542375 0.06614382 0.02744584 0.0008665834 0.023534867 0.0004069828
## 92 1 0.0068926121 0.03548338 0.06614382 0.02748569 0.0008638674 0.023534867 0.0004031703
## 93 1 0.0072208090 0.03554870 0.06614382 0.02752888 0.0008614020 0.023534867 0.0003999631
## 94 1 0.0075646333 0.03562023 0.06614382 0.02757713 0.0008592402 0.023534867 0.0003974254
## 95 1 0.0079248290 0.03569856 0.06614382 0.02763186 0.0008574416 0.023534867 0.0003945473
## 96 1 0.0083021757 0.03578432 0.06614382 0.02769326 0.0008560725 0.023534867 0.0003911670
## 97 1 0.0086974900 0.03587819 0.06614382 0.02776103 0.0008552058 0.023534867 0.0003894739
## 98 1 0.0091116276 0.03595785 0.04268141 0.02781865 0.0008428041 0.009228116 0.0003854587
## 99 1 0.0095454846 0.03597288 NaN 0.02782868 0.0008485551 NA 0.0003866529
## 100 1 0.0100000000 0.03597288 NaN 0.02782868 0.0008485551 NA 0.0003866529## Warning: Removed 2 rows containing missing values (geom_path).## Warning: Removed 2 rows containing missing values (geom_point).
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## [1] "Coefficients"
## model.coef
## (Intercept) 2.096995e+00
## PC2 -2.440559e-04
## PC3 4.329271e-05
## PC5 2.209059e-05
## PC8 -6.562204e-05
## PC9 -1.719982e-04
## PC10 6.219891e-06
## PC12 1.195811e-04
## PC21 6.375537e-05
## PC23 5.487997e-05
## PC26 7.968134e-07
## PC27 2.582835e-04
## PC33 -1.648932e-06
## PC37 5.034038e-05
## PC38 -1.880636e-04
## PC39 7.805252e-05
## PC43 -6.467133e-05
## PC45 -9.039392e-05
## PC46 -1.224160e-05
## PC47 -4.225736e-05
## PC49 1.042496e-04
## PC53 -9.316781e-06
## PC56 -1.033017e-04
## PC60 -1.274071e-04
## PC65 -2.116809e-04
## PC67 1.079678e-04
## PC80 8.735960e-05
## PC81 -1.737858e-05
## PC84 -6.129164e-05
## PC85 1.132530e-04
## PC86 -3.711092e-04
## PC89 -2.298460e-04
## PC90 -8.705404e-05
## PC91 7.884750e-05
## PC92 -2.014628e-04
## PC94 3.084996e-05
## PC98 1.925744e-04
## PC99 -2.546805e-04
## PC103 -6.903493e-05
## PC106 -1.270271e-04
## PC108 -8.005922e-05
## PC109 1.071496e-04
## PC116 -3.833039e-06
## PC117 -5.833316e-05
## PC120 3.362030e-05
## PC122 2.614518e-04
## PC123 3.604674e-05
## PC124 -1.101243e-04
## PC126 -1.197258e-04
## PC127 1.242084e-04
## PC129 2.885568e-05
## PC131 -2.860690e-05
## PC134 1.836634e-04
## PC135 -6.538808e-05
## PC136 6.843973e-05
## PC140 -3.562862e-05
## PC143 -7.665741e-05
## PC146 7.067250e-05
## PC148 -1.508438e-04
## PC149 9.183768e-05
## PC151 4.692523e-05
## PC154 -5.906222e-05
## PC156 -1.137505e-05
## PC157 3.466651e-04
## PC158 -1.582759e-04
## PC164 -1.256827e-04
## PC165 -7.977906e-05
## PC168 5.313077e-05
## PC170 5.564265e-06
## PC171 -2.290782e-04
## PC174 5.860066e-05
## PC175 -6.545932e-05
## PC177 -1.338156e-04
## PC179 -6.927984e-05
## PC181 3.111001e-04
## PC186 4.198729e-04
## PC187 1.298570e-05
## PC189 -5.821110e-05
## PC190 -3.804678e-05
## PC192 1.846337e-04
## PC193 -3.868403e-05
## PC195 1.784824e-04
## PC196 -5.180241e-06
## PC197 2.838947e-04
## PC199 1.027171e-05
## PC200 1.539814e-04
## PC202 3.163088e-05
## PC204 1.030456e-04
## PC206 3.654986e-07
## PC210 2.291465e-04
## PC211 -1.026016e-04
## PC212 -5.084488e-05
## PC214 -1.453620e-04
## PC215 -1.973553e-04
## PC216 -6.772107e-05
## PC218 1.441684e-06
## PC219 2.378992e-04
## PC221 1.973059e-04
## PC222 3.037340e-05
## PC224 -1.924055e-04
## PC225 1.925902e-04
## PC228 -7.309103e-04
## PC229 2.901989e-05
## PC230 -2.314092e-04
## PC231 -9.658439e-04
## PC232 4.771576e-04
## PC233 3.519343e-04
## PC236 5.376178e-05
## PC237 6.107067e-04
## PC238 6.060424e-04
## PC239 -2.639996e-03
## PC240 1.950982e-04
## PC242 1.454390e-04
## PC245 -1.555100e-04
## PC249 -2.977463e-05
## PC266 6.039992e-05
## PC274 -3.583190e-05
## PC280 5.883272e-05
## PC281 -8.349909e-05
## PC283 9.219644e-05
## PC285 -1.662966e-04
## PC289 2.673394e-07
## PC293 -1.620020e-04
## PC299 -1.901360e-05
## PC303 9.502178e-06
## PC309 2.982064e-06
## PC329 6.362687e-05
## PC330 -3.036956e-05
## PC354 5.109896e-06
## PC356 9.974269e-05
## PC357 2.011811e-04
## PC368 1.415854e-05
## PC371 -4.397611e-05
## PC390 1.121032e-05
## PC391 1.061160e-05
## PC392 1.081524e-04
## PC399 -4.298656e-05
## PC405 -6.334662e-05
## PC415 -8.295072e-05
## PC416 -5.593962e-05
## PC436 -9.000011e-05
## PC438 -8.652726e-05
## PC441 -6.174421e-05
## PC450 2.499319e-04
## PC467 3.704958e-05
## PC471 -8.140435e-05
## PC472 -9.006943e-05
## PC481 -4.155246e-06
## PC495 7.867048e-05
## PC501 -2.660755e-06
## PC505 2.980562e-05
## PC536 1.014870e-05
## PC538 -5.935071e-05
## PC548 5.797848e-05
## PC550 2.049503e-04
## PC553 -2.066235e-05
## PC558 6.512560e-05
## PC566 7.871160e-06
## PC580 -8.929547e-05
## PC599 -3.825244e-05
## PC619 -6.629876e-06
## PC623 2.437707e-04
## PC640 -8.986675e-06
## PC648 -4.427676e-05
## PC652 -1.074429e-06
## PC657 -1.119748e-05
## PC669 -5.577658e-05
## PC675 -1.018774e-05
## PC679 1.155369e-04
## PC685 -1.288888e-05
## PC693 8.549270e-05
## PC706 -8.355386e-05
## PC708 -1.121802e-05
## PC709 -8.969800e-05
## PC710 -1.512561e-05
## PC716 -3.982410e-05
## PC718 -3.662565e-06
## PC728 -2.263241e-04
## PC738 9.777115e-06
## PC741 -6.419139e-06
## PC745 -1.209611e-04
## PC751 1.959753e-04
## PC755 7.811236e-05
## PC761 3.983661e-05
## PC766 1.314441e-05
## PC770 2.025452e-04
## PC774 4.751061e-05
## PC787 -8.756734e-05
## PC792 5.108658e-06
## PC797 -1.746973e-04
## PC801 6.868403e-05
## PC809 -6.484617e-05
## PC819 -1.038020e-04
## PC824 9.702598e-05
## PC835 -4.608438e-05
## PC841 -4.820081e-05
## PC842 9.432476e-05
## PC845 -2.761962e-05
## PC849 7.969390e-05
## PC857 6.385249e-06
## PC859 -7.486285e-05
## PC865 6.096691e-06
## PC880 6.941312e-06
## PC885 2.530265e-04
## PC886 5.785997e-05
## PC893 -1.737950e-04
## PC896 5.139300e-06
## PC899 1.501787e-05
## PC900 5.556751e-05
## PC901 5.482922e-05
## PC904 -5.715963e-05
## PC910 8.423207e-05
## PC923 -7.356125e-05
## PC927 5.451476e-05
## PC929 -1.232308e-04
## PC937 -7.540806e-06
## PC942 -3.493513e-05
## PC944 1.106251e-04
## PC946 6.389905e-05
## PC963 -2.440169e-05
## PC979 -1.412070e-04
## PC992 7.061808e-05
## PC1002 -1.398334e-04
## PC1004 -1.615209e-04
## PC1011 4.920718e-05
## PC1013 -3.973533e-06
## PC1016 -7.063604e-05
## PC1027 1.760072e-04
## PC1032 -2.227751e-05
## PC1040 -1.045546e-04
## PC1043 1.133095e-05
## PC1053 -1.272320e-05
## PC1064 -1.362738e-04
## PC1074 1.911998e-05
## PC1078 2.380390e-05
## PC1079 7.899274e-05
## PC1091 -3.372306e-05
## PC1116 -4.830291e-05
## PC1130 -7.341218e-05
## PC1131 2.907127e-05
## PC1133 7.816213e-05
## PC1141 -1.721910e-04
## PC1145 -2.285893e-05
## PC1151 7.634847e-05
## PC1160 -1.014051e-04
## PC1162 5.670404e-05
## PC1167 6.071205e-05
## PC1169 2.197574e-04
## PC1175 8.241977e-05
## PC1182 -7.803605e-05
## PC1196 -3.672223e-05
## PC1206 -6.603134e-05
## PC1214 1.264117e-04
## PC1235 -3.786789e-05
## PC1243 -7.043240e-05
## PC1244 -5.552322e-05
## PC1257 3.344750e-05
## PC1265 7.221057e-05
## PC1268 -2.060201e-04
## PC1271 -4.232669e-06
## PC1275 -5.571355e-05
## PC1277 6.430289e-06
## PC1285 -1.475572e-04
## PC1289 2.393409e-04
## PC1298 1.103485e-05
## PC1339 -5.428865e-06
## PC1343 -1.023861e-04
## PC1346 -5.111694e-05
## PC1352 1.257914e-05
## PC1355 -3.252555e-05
## PC1358 7.575403e-07
## PC1360 4.528260e-06
## PC1365 -1.031151e-04
## PC1374 1.660186e-05
## PC1379 1.856205e-04
## PC1382 -3.442536e-05
## PC1383 -3.210998e-06
## PC1388 -3.676835e-05
## PC1395 -6.978638e-05
## PC1400 -1.634891e-05
## PC1409 -1.580580e-04
## PC1420 -1.811684e-04
## PC1422 -4.378122e-06
## PC1431 1.636925e-05
## PC1437 -2.599667e-05
## PC1448 1.992086e-04
## PC1451 -1.378603e-05
## PC1463 9.252896e-05
## PC1465 -5.025329e-05
## PC1470 1.780796e-06
## PC1471 -1.962625e-05
## PC1483 -2.102859e-04
## PC1492 -7.947009e-06
## PC1494 2.003264e-05
## PC1495 3.505604e-05
## PC1505 5.033533e-06
## PC1512 1.132266e-04
## PC1515 3.782444e-05
## PC1528 3.416550e-05
## PC1532 -6.461709e-05
## PC1535 -1.332555e-04
## PC1555 4.633432e-05
## PC1570 6.351949e-05
## PC1579 -3.959276e-07
## PC1580 -1.540009e-05
## PC1581 -1.011009e-05
## PC1585 -8.643943e-05
## PC1600 3.346973e-05
## PC1609 -1.104852e-05
## PC1611 -6.719207e-07
## PC1615 -1.799086e-04
## PC1617 -1.343316e-04
## PC1620 -1.703742e-05
## PC1621 4.227483e-05
## PC1628 2.941185e-05
## PC1629 9.062116e-07
## PC1655 6.091559e-05
## PC1674 4.462479e-05
## PC1698 3.139809e-05
## PC1716 5.476688e-05
## PC1727 4.973809e-05
## PC1728 -2.753758e-05
## PC1737 1.922297e-04
## PC1747 5.571631e-05
## PC1759 7.505584e-05
## PC1764 6.509334e-05
## PC1769 -6.939921e-05
## PC1772 -1.650342e-04
## PC1773 3.154222e-05
## PC1788 -7.810410e-06
## PC1797 6.547101e-05
## PC1804 7.593139e-05
## PC1807 -9.871188e-05
## PC1808 -9.568121e-06
## PC1822 -6.202988e-05
## PC1827 -1.162126e-05
## PC1832 -1.578382e-05
## PC1833 -7.665628e-06
## PC1835 7.485638e-05
## PC1836 2.885287e-04
## PC1844 5.523275e-05
## PC1847 -5.843533e-05
## PC1849 -1.310643e-05
## PC1870 -7.984656e-06
## PC1881 1.407672e-05
## PC1885 -1.949887e-05
## PC1895 -1.011200e-05
## PC1908 7.159931e-05
## PC1914 -1.927904e-04
## PC1918 -9.517545e-05
## PC1923 1.175067e-06
## PC1925 -1.769141e-06
## PC1947 1.415922e-04
## PC1949 -5.018328e-06
## PC1956 -2.339822e-04
## PC1962 -1.816845e-04
## PC1970 -5.669224e-05
## PC1972 -1.917761e-04
## PC1978 6.875984e-06
## PC1980 4.192596e-06
## PC1988 5.832832e-05
## PC1993 -9.262944e-06
## PC2041 2.146218e-05
## PC2042 3.966699e-06
## PC2054 -3.970363e-05
## PC2061 6.039311e-08
## PC2086 -5.711885e-05
## PC2094 4.260160e-05
## PC2095 1.869464e-06
## PC2098 -1.169589e-04
## PC2106 3.800619e-05
## PC2111 7.169909e-05
## PC2112 -1.627478e-04
## PC2115 -1.562828e-04
## PC2120 -3.633699e-05
## PC2131 4.167631e-04
## PC2137 2.420298e-04
## PC2139 -5.651254e-05
## PC2169 -1.861341e-06
## PC2170 -1.309382e-04
## PC2173 -8.704425e-05
## PC2189 -4.898722e-05
## PC2192 1.723554e-04
## PC2194 3.822164e-06
## PC2209 2.565047e-05
## PC2248 -7.020984e-05
## PC2277 -6.936890e-05
## PC2281 -7.078743e-05
## PC2293 7.565645e-05
## PC2296 -9.731731e-06
## PC2323 -8.216741e-05
## PC2327 1.568761e-04
## PC2333 3.899155e-06
## PC2338 -5.865802e-06
## PC2342 6.924528e-05
## PC2373 -1.189434e-04
## PC2378 1.035858e-05
## PC2383 6.714402e-06
## PC2387 9.369802e-05
## PC2391 5.832032e-06
## PC2395 1.394233e-04
## PC2414 1.245924e-05
## PC2419 -8.910835e-05
## PC2421 4.584309e-06
## PC2434 -1.332644e-04
## PC2436 -1.046661e-04
## PC2438 1.232293e-04
## PC2442 9.622347e-05
## PC2459 -2.867614e-04
## PC2467 2.736892e-04
## PC2471 8.061015e-05
## PC2480 -3.901206e-05
## PC2484 6.907690e-06
## PC2485 1.484886e-04
## PC2492 -9.588225e-05
## PC2493 -5.304463e-05
## PC2498 1.664465e-04
## PC2507 5.607449e-05
## PC2508 -6.817784e-05
## PC2511 -3.560933e-06
## PC2533 1.659924e-04
## PC2537 -1.147856e-04
## PC2540 2.496388e-04
## PC2543 4.231575e-05
## PC2546 -1.926287e-05
## PC2549 1.372154e-04
## PC2565 7.102088e-05
## PC2585 1.071715e-04
## PC2615 -2.981832e-05
## PC2620 1.034529e-04
## PC2627 1.411548e-04
## PC2637 2.035905e-04
## PC2648 -1.348031e-04
## PC2649 -1.198940e-04
## PC2655 8.205364e-06
## PC2658 -7.726079e-05
## PC2663 2.195582e-05
## PC2665 1.499088e-04
## PC2666 4.995954e-05
## PC2682 1.482955e-04
## PC2684 -1.394213e-04
## PC2690 1.036864e-04
## PC2698 -1.358070e-04
## PC2708 -3.807722e-05
## PC2709 6.785371e-05
## PC2729 1.927639e-05
## PC2732 3.060961e-05
## PC2740 -8.994045e-05
## PC2741 -6.026141e-05
## PC2754 -1.752104e-04
## PC2760 3.544380e-05
## PC2761 -8.015069e-05
## PC2762 -5.569772e-05
## PC2770 7.076383e-05
## PC2776 1.169187e-04
## PC2787 7.273452e-05
## PC2792 8.156791e-05
## PC2801 4.845659e-05
## PC2804 -2.194689e-05
## PC2825 4.025910e-05
## PC2834 -2.107488e-04
## PC2849 -2.689253e-05
## PC2861 -1.517745e-04
## PC2869 -1.084708e-05
## PC2870 5.416460e-05
## PC2872 -1.132564e-04
## PC2878 -8.328298e-06
## PC2891 -8.180241e-05
## PC2907 -8.590992e-05
## PC2938 3.222236e-06
## PC2945 -3.342128e-07
## PC2949 1.818607e-04
## PC2950 3.718128e-05
## PC2966 -3.030742e-06
## PC2967 -1.304814e-04
## PC2990 -6.580209e-05
## PC2995 -6.415787e-05
## PC3018 1.504597e-05
## PC3024 -9.039062e-05
## PC3026 -3.592221e-06
## PC3031 -2.398941e-04
## PC3038 -1.435935e-04
## PC3042 1.757415e-06
## PC3043 7.236126e-05
## PC3063 -8.655254e-06
## PC3073 1.246225e-05
## PC3077 -9.050546e-05
## PC3089 5.661862e-06
## PC3102 -7.291434e-06
## PC3117 -2.585140e-04
## PC3125 7.905106e-05
## PC3142 -4.145141e-05
## PC3145 -1.198299e-04
## PC3159 -8.242135e-05
## PC3182 1.800014e-05
## PC3184 9.646009e-06
## PC3192 2.711662e-05
## PC3195 1.839777e-04
## PC3199 -7.337544e-06
## PC3201 -5.430253e-05
## PC3212 -3.452207e-04
## PC3213 -1.942955e-05
## PC3244 -1.345857e-05
## PC3253 -2.460675e-05
## PC3254 8.554338e-05
## PC3255 -1.586560e-05
## PC3257 6.435897e-05
## PC3265 -3.218374e-05
## PC3269 -5.643278e-06
## PC3279 1.796906e-04
## PC3293 2.026209e-04
## PC3297 -3.055207e-04
## PC3308 1.040409e-05
## PC3312 -1.450084e-06
## PC3317 -5.978904e-06
## PC3321 -5.106466e-06
## PC3335 -2.419845e-04
## PC3336 1.423253e-05
## PC3340 1.907729e-05
## PC3355 -1.017465e-04
## PC3377 6.152359e-06
## PC3382 -1.494603e-04
## PC3392 6.577403e-05
## PC3405 -1.849351e-04
## PC3418 1.969606e-04
## PC3430 2.386549e-05
## PC3442 -4.345197e-06
## PC3445 -1.372755e-04
## PC3453 2.101162e-04
## PC3463 -2.328593e-04
## PC3479 -1.431954e-05
## PC3484 3.803746e-06
## PC3486 1.931412e-04
## PC3509 5.828690e-05
## PC3514 -7.794200e-05
## PC3516 -1.540328e-04
## PC3522 -1.091448e-04
## PC3525 -1.397470e-05
## PC3534 -4.767312e-06
## PC3544 -1.942996e-04
## PC3551 -1.931135e-05
## PC3552 -2.374735e-06
## PC3573 6.291018e-05
## PC3575 -7.229486e-05
## PC3577 -1.106849e-04
## PC3604 7.029906e-07
## PC3609 -8.926170e-05
## PC3615 -6.485139e-05
## PC3630 1.220765e-04
## PC3634 -1.139143e-05
## PC3646 -4.877075e-05
## PC3658 1.333196e-05
## PC3670 1.587325e-04
## PC3689 -2.251283e-04
## PC3690 1.799333e-05
## PC3695 -6.587261e-05
## PC3698 -7.048222e-05
## PC3716 1.470394e-06
## PC3731 -2.134713e-05
## PC3733 -5.904405e-05
## PC3736 2.100031e-04
## PC3748 9.690136e-05
## PC3749 4.659853e-06
## PC3772 -1.169947e-05
## PC3786 4.815425e-05
## PC3801 -6.843222e-05
## PC3805 -2.509523e-04
## PC3816 -3.561135e-04
## PC3819 -4.153863e-06
## PC3825 8.416912e-05
## PC3834 1.223675e-04Test
if (algo.LASSO.caret == TRUE){
test.model(model.LASSO.caret, data.test
,method = 'glmnet',subopt = "LASSO"
,formula = formula, feature.names = feature.names, label.names = label.names
,draw.limits = TRUE, transformation = t)
}## [1] "Summary of predicted values: "
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.059 2.088 2.097 2.097 2.107 2.139
## [1] "glmnet LASSO Test MSE: 0.00109060132117475"
## [1] "glmnet LASSO Test RMSE: 0.03302425352941"
## [1] "glmnet LASSO Test MSE (Org Scale): 98.2875002148647"
## [1] "glmnet LASSO Test RMSE (Org Scale): 9.91400525594297"
LARS with CV
Train
if (algo.LARS.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "lars"
,subopt = 'NULL'
,feature.names = feature.names)
model.LARS.caret = returned$model
}## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.## Aggregating results
## Selecting tuning parameters
## Fitting fraction = 0.0909 on full training set
## Least Angle Regression
##
## 5584 samples
## 3834 predictors
##
## Pre-processing: centered (3834), scaled (3834)
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ...
## Resampling results across tuning parameters:
##
## fraction RMSE Rsquared MAE
## 0.00000000 0.03597288 NaN 0.02782868
## 0.01010101 0.03410688 0.11214397 0.02649705
## 0.02020202 0.03363609 0.13524220 0.02612119
## 0.03030303 0.03351697 0.13855427 0.02602857
## 0.04040404 0.03347700 0.13853601 0.02600302
## 0.05050505 0.03344001 0.13908445 0.02597125
## 0.06060606 0.03341765 0.13921897 0.02594921
## 0.07070707 0.03340702 0.13905530 0.02593423
## 0.08080808 0.03340035 0.13894627 0.02592726
## 0.09090909 0.03339826 0.13886337 0.02592682
## 0.10101010 0.03340267 0.13869804 0.02592666
## 0.11111111 0.03341333 0.13842687 0.02593382
## 0.12121212 0.03343005 0.13804055 0.02594500
## 0.13131313 0.03345960 0.13724122 0.02596502
## 0.14141414 0.03349063 0.13657716 0.02598819
## 0.15151515 0.03352941 0.13574722 0.02601671
## 0.16161616 0.03357788 0.13468986 0.02605175
## 0.17171717 0.03363151 0.13361109 0.02609139
## 0.18181818 0.03369112 0.13246521 0.02613629
## 0.19191919 0.03375719 0.13122954 0.02618436
## 0.20202020 0.03382945 0.12991942 0.02623920
## 0.21212121 0.03390731 0.12858245 0.02630115
## 0.22222222 0.03398932 0.12726880 0.02636660
## 0.23232323 0.03407642 0.12593813 0.02643767
## 0.24242424 0.03417133 0.12450376 0.02651487
## 0.25252525 0.03427425 0.12298126 0.02659765
## 0.26262626 0.03438459 0.12140846 0.02668663
## 0.27272727 0.03449956 0.11987384 0.02677845
## 0.28282828 0.03461996 0.11834046 0.02687341
## 0.29292929 0.03474869 0.11673539 0.02697420
## 0.30303030 0.03488049 0.11522193 0.02707840
## 0.31313131 0.03501730 0.11373028 0.02718658
## 0.32323232 0.03516147 0.11222985 0.02730051
## 0.33333333 0.03531174 0.11075916 0.02741713
## 0.34343434 0.03546995 0.10927110 0.02754023
## 0.35353535 0.03563593 0.10775562 0.02767170
## 0.36363636 0.03580708 0.10629005 0.02780842
## 0.37373737 0.03598530 0.10483216 0.02795279
## 0.38383838 0.03617037 0.10339245 0.02810122
## 0.39393939 0.03636264 0.10195633 0.02825521
## 0.40404040 0.03656610 0.10045154 0.02842136
## 0.41414141 0.03677871 0.09894139 0.02859571
## 0.42424242 0.03699971 0.09742703 0.02878001
## 0.43434343 0.03722813 0.09594014 0.02897410
## 0.44444444 0.03746654 0.09442276 0.02917404
## 0.45454545 0.03771520 0.09288504 0.02938082
## 0.46464646 0.03797264 0.09134402 0.02959765
## 0.47474747 0.03824014 0.08980328 0.02982424
## 0.48484848 0.03851527 0.08832276 0.03005651
## 0.49494949 0.03880032 0.08682370 0.03029721
## 0.50505051 0.03909529 0.08531680 0.03054269
## 0.51515152 0.03939876 0.08382119 0.03079565
## 0.52525253 0.03971006 0.08237194 0.03105406
## 0.53535354 0.04003002 0.08094814 0.03131832
## 0.54545455 0.04035954 0.07954173 0.03158793
## 0.55555556 0.04069709 0.07816702 0.03186382
## 0.56565657 0.04104348 0.07680935 0.03214755
## 0.57575758 0.04139901 0.07547770 0.03243996
## 0.58585859 0.04176404 0.07417239 0.03274168
## 0.59595960 0.04213850 0.07287659 0.03305244
## 0.60606061 0.04252264 0.07157731 0.03337111
## 0.61616162 0.04291491 0.07031913 0.03369972
## 0.62626263 0.04331675 0.06909428 0.03403741
## 0.63636364 0.04372738 0.06787792 0.03437987
## 0.64646465 0.04414594 0.06667504 0.03472533
## 0.65656566 0.04456965 0.06552455 0.03507170
## 0.66666667 0.04500250 0.06439223 0.03542302
## 0.67676768 0.04544390 0.06327392 0.03578042
## 0.68686869 0.04589439 0.06216389 0.03614433
## 0.69696970 0.04635440 0.06107575 0.03651448
## 0.70707071 0.04682177 0.06001254 0.03689166
## 0.71717172 0.04729540 0.05897626 0.03727588
## 0.72727273 0.04777653 0.05796788 0.03766916
## 0.73737374 0.04826434 0.05699615 0.03806839
## 0.74747475 0.04876103 0.05602436 0.03847186
## 0.75757576 0.04926514 0.05505726 0.03888095
## 0.76767677 0.04977621 0.05409321 0.03929779
## 0.77777778 0.05029598 0.05313454 0.03972335
## 0.78787879 0.05082611 0.05215573 0.04016138
## 0.79797980 0.05136472 0.05118808 0.04060299
## 0.80808081 0.05190988 0.05023075 0.04104620
## 0.81818182 0.05246373 0.04928180 0.04149600
## 0.82828283 0.05302399 0.04836174 0.04194915
## 0.83838384 0.05358736 0.04749582 0.04240425
## 0.84848485 0.05415643 0.04668388 0.04286144
## 0.85858586 0.05473162 0.04588507 0.04332014
## 0.86868687 0.05531173 0.04510876 0.04378325
## 0.87878788 0.05589629 0.04435162 0.04424699
## 0.88888889 0.05648689 0.04359936 0.04471500
## 0.89898990 0.05708020 0.04286281 0.04518365
## 0.90909091 0.05767603 0.04214348 0.04565323
## 0.91919192 0.05827764 0.04143202 0.04612251
## 0.92929293 0.05888439 0.04072353 0.04659391
## 0.93939394 0.05949753 0.04001091 0.04706875
## 0.94949495 0.06011444 0.03932469 0.04754620
## 0.95959596 0.06073735 0.03863026 0.04802780
## 0.96969697 0.06136249 0.03795847 0.04851197
## 0.97979798 0.06199116 0.03730304 0.04899761
## 0.98989899 0.06262385 0.03666713 0.04948526
## 1.00000000 0.06325797 0.03603861 0.04997428
##
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was fraction = 0.09090909.
## fraction
## 10 0.09090909## Warning: Removed 1 rows containing missing values (geom_point).
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## [1] "Coefficients"
## PC2 PC3 PC5 PC8 PC9 PC10 PC12 PC21
## -1.404582e-03 2.623098e-04 1.405347e-04 -3.803091e-04 -9.828687e-04 4.834325e-05 6.755725e-04 3.690417e-04
## PC23 PC27 PC33 PC37 PC38 PC39 PC43 PC45
## 3.184484e-04 1.416746e-03 -1.829504e-06 2.850784e-04 -1.023006e-03 4.322584e-04 -3.585062e-04 -4.960885e-04
## PC46 PC47 PC49 PC53 PC56 PC60 PC65 PC67
## -7.803082e-05 -2.327934e-04 5.669371e-04 -6.240829e-05 -5.559124e-04 -6.829057e-04 -1.108777e-03 5.772929e-04
## PC80 PC81 PC84 PC85 PC86 PC89 PC90 PC91
## 4.626458e-04 -1.055837e-04 -3.291126e-04 5.877118e-04 -1.908068e-03 -1.181899e-03 -4.523554e-04 4.075957e-04
## PC92 PC94 PC98 PC99 PC103 PC106 PC108 PC109
## -1.026775e-03 1.704024e-04 9.822610e-04 -1.288273e-03 -3.628832e-04 -6.475529e-04 -4.137819e-04 5.412171e-04
## PC116 PC117 PC120 PC122 PC123 PC124 PC126 PC127
## -1.990085e-05 -2.971623e-04 1.791440e-04 1.294703e-03 1.905329e-04 -5.528523e-04 -5.955465e-04 6.216963e-04
## PC129 PC131 PC134 PC135 PC136 PC140 PC143 PC146
## 1.553612e-04 -1.540129e-04 8.962145e-04 -3.228165e-04 3.383062e-04 -1.850863e-04 -3.819890e-04 3.531052e-04
## PC148 PC149 PC151 PC154 PC156 PC157 PC158 PC164
## -7.285190e-04 4.471705e-04 2.379087e-04 -2.935615e-04 -6.409664e-05 1.640014e-03 -7.522387e-04 -6.019713e-04
## PC165 PC168 PC170 PC171 PC174 PC175 PC177 PC179
## -3.840490e-04 2.596789e-04 3.427210e-05 -1.076438e-03 2.775749e-04 -3.163939e-04 -6.255606e-04 -3.287477e-04
## PC181 PC186 PC187 PC189 PC190 PC192 PC193 PC195
## 1.441228e-03 1.909068e-03 7.039973e-05 -2.788203e-04 -1.860101e-04 8.422070e-04 -1.892369e-04 8.121481e-04
## PC196 PC197 PC199 PC200 PC202 PC204 PC210 PC211
## -3.156788e-05 1.279414e-03 5.667283e-05 6.975488e-04 1.551932e-04 4.685288e-04 1.014661e-03 -4.600105e-04
## PC212 PC214 PC215 PC216 PC219 PC221 PC222 PC224
## -2.328756e-04 -6.402458e-04 -8.665898e-04 -3.055171e-04 1.026078e-03 8.241365e-04 1.391619e-04 -7.861386e-04
## PC225 PC228 PC229 PC230 PC231 PC232 PC233 PC236
## 7.846450e-04 -2.799964e-03 1.260530e-04 -8.790974e-04 -3.567014e-03 1.767357e-03 1.283161e-03 1.978668e-04
## PC237 PC238 PC239 PC240 PC242 PC245 PC249 PC266
## 2.064083e-03 2.011795e-03 -8.457624e-03 5.715090e-04 4.336983e-04 -4.671977e-04 -9.873443e-05 1.853770e-04
## PC274 PC280 PC281 PC283 PC285 PC293 PC299 PC303
## -1.151495e-04 1.784894e-04 -2.469769e-04 2.746774e-04 -4.791139e-04 -4.686971e-04 -6.748157e-05 3.496020e-05
## PC309 PC329 PC330 PC354 PC356 PC357 PC368 PC371
## 2.702205e-07 1.894666e-04 -9.596586e-05 9.245512e-06 2.911656e-04 5.696522e-04 5.306816e-05 -1.348914e-04
## PC390 PC391 PC392 PC399 PC405 PC415 PC416 PC436
## 4.214020e-05 3.878479e-05 3.080831e-04 -1.325645e-04 -1.881089e-04 -2.391314e-04 -1.638879e-04 -2.597200e-04
## PC438 PC441 PC450 PC467 PC471 PC472 PC481 PC495
## -2.480835e-04 -1.795668e-04 6.868403e-04 1.151667e-04 -2.313176e-04 -2.592527e-04 -1.775120e-06 2.235059e-04
## PC505 PC536 PC538 PC548 PC550 PC553 PC558 PC566
## 9.503530e-05 3.472027e-05 -1.733977e-04 1.713837e-04 5.617111e-04 -7.001058e-05 1.851204e-04 2.574767e-05
## PC580 PC599 PC619 PC623 PC640 PC648 PC657 PC669
## -2.523037e-04 -1.130154e-04 -2.045399e-05 6.506878e-04 -2.788807e-05 -1.285893e-04 -3.995539e-05 -1.580661e-04
## PC675 PC679 PC685 PC693 PC706 PC708 PC709 PC710
## -3.603364e-05 3.136491e-04 -4.523591e-05 2.343647e-04 -2.318332e-04 -4.172621e-05 -2.493873e-04 -5.531623e-05
## PC716 PC718 PC728 PC738 PC741 PC745 PC751 PC755
## -1.152734e-04 -1.367564e-06 -5.992647e-04 3.512477e-05 -2.044233e-05 -3.219919e-04 5.168564e-04 2.150716e-04
## PC761 PC766 PC770 PC774 PC787 PC792 PC797 PC801
## 1.130094e-04 4.792732e-05 5.317941e-04 1.338865e-04 -2.357531e-04 8.816819e-06 -4.543806e-04 1.912200e-04
## PC809 PC819 PC824 PC835 PC841 PC842 PC845 PC849
## -1.765708e-04 -2.818478e-04 2.584152e-04 -1.270920e-04 -1.338367e-04 2.526245e-04 -8.461926e-05 2.116098e-04
## PC857 PC859 PC865 PC880 PC885 PC886 PC893 PC896
## 1.902151e-05 -2.007388e-04 1.178551e-05 1.942225e-05 6.519900e-04 1.622426e-04 -4.535520e-04 1.204360e-05
## PC899 PC900 PC901 PC904 PC910 PC923 PC927 PC929
## 4.999572e-05 1.522302e-04 1.522353e-04 -1.572218e-04 2.260978e-04 -1.978693e-04 1.525885e-04 -3.260941e-04
## PC937 PC942 PC944 PC946 PC963 PC979 PC992 PC1002
## -2.357680e-05 -9.903735e-05 2.897691e-04 1.727905e-04 -7.612893e-05 -3.670205e-04 1.901018e-04 -3.611006e-04
## PC1004 PC1011 PC1013 PC1016 PC1027 PC1032 PC1040 PC1043
## -4.103541e-04 1.370022e-04 -3.864643e-07 -1.868722e-04 4.489915e-04 -6.480954e-05 -2.734416e-04 3.763147e-05
## PC1053 PC1064 PC1074 PC1078 PC1079 PC1091 PC1116 PC1130
## -4.217711e-05 -3.451229e-04 6.299958e-05 7.133803e-05 2.037354e-04 -9.959019e-05 -1.279882e-04 -1.951610e-04
## PC1131 PC1133 PC1141 PC1145 PC1151 PC1160 PC1162 PC1167
## 8.547408e-05 2.048273e-04 -4.343986e-04 -6.776216e-05 1.979648e-04 -2.632576e-04 1.485978e-04 1.631072e-04
## PC1169 PC1175 PC1182 PC1196 PC1206 PC1214 PC1235 PC1243
## 5.428685e-04 2.165368e-04 -2.018273e-04 -1.014114e-04 -1.695186e-04 3.220126e-04 -1.014385e-04 -1.817510e-04
## PC1244 PC1257 PC1265 PC1268 PC1275 PC1277 PC1285 PC1289
## -1.466684e-04 9.338096e-05 1.838693e-04 -5.056304e-04 -1.458722e-04 1.088182e-05 -3.655663e-04 5.829358e-04
## PC1298 PC1339 PC1343 PC1346 PC1352 PC1355 PC1360 PC1365
## 3.588736e-05 -4.925540e-06 -2.569788e-04 -1.320297e-04 4.284770e-05 -8.853976e-05 3.429139e-06 -2.548993e-04
## PC1374 PC1379 PC1382 PC1388 PC1395 PC1400 PC1409 PC1420
## 5.493670e-05 4.469700e-04 -9.247089e-05 -1.005822e-04 -1.769042e-04 -5.495700e-05 -3.818448e-04 -4.386337e-04
## PC1422 PC1431 PC1437 PC1448 PC1451 PC1463 PC1465 PC1471
## -2.763892e-06 5.316411e-05 -7.626356e-05 4.769214e-04 -4.254370e-05 2.329618e-04 -1.300773e-04 -5.584754e-05
## PC1483 PC1492 PC1494 PC1495 PC1505 PC1512 PC1515 PC1528
## -4.998738e-04 -2.194785e-05 6.014499e-05 9.730165e-05 9.612185e-06 2.787693e-04 1.008021e-04 9.280586e-05
## PC1532 PC1535 PC1555 PC1570 PC1580 PC1581 PC1585 PC1600
## -1.603894e-04 -3.180916e-04 1.196493e-04 1.583826e-04 -5.027487e-05 -3.034986e-05 -2.145715e-04 8.872769e-05
## PC1609 PC1615 PC1617 PC1620 PC1621 PC1628 PC1655 PC1674
## -3.196022e-05 -4.243162e-04 -3.194893e-04 -5.186358e-05 1.103935e-04 8.233451e-05 1.542844e-04 1.149362e-04
## PC1698 PC1716 PC1727 PC1728 PC1737 PC1747 PC1759 PC1764
## 8.704095e-05 1.354996e-04 1.219480e-04 -7.584693e-05 4.414843e-04 1.373184e-04 1.826286e-04 1.590583e-04
## PC1769 PC1772 PC1773 PC1788 PC1797 PC1804 PC1807 PC1808
## -1.704908e-04 -3.804596e-04 8.555637e-05 -1.861482e-05 1.576212e-04 1.825111e-04 -2.361121e-04 -2.190999e-05
## PC1822 PC1827 PC1832 PC1833 PC1835 PC1836 PC1844 PC1847
## -1.536792e-04 -3.380571e-05 -4.934810e-05 -1.209178e-05 1.812079e-04 6.557794e-04 1.393713e-04 -1.455934e-04
## PC1849 PC1870 PC1881 PC1885 PC1895 PC1908 PC1914 PC1918
## -3.944972e-05 -1.431824e-05 4.409568e-05 -5.368542e-05 -2.856143e-05 1.699773e-04 -4.343947e-04 -2.244334e-04
## PC1947 PC1949 PC1956 PC1962 PC1970 PC1972 PC1978 PC1980
## 3.231555e-04 -6.885654e-06 -5.221185e-04 -4.134592e-04 -1.387054e-04 -4.325813e-04 1.363181e-05 9.492476e-07
## PC1988 PC1993 PC2041 PC2054 PC2086 PC2094 PC2098 PC2106
## 1.458512e-04 -2.155692e-05 5.568275e-05 -1.028110e-04 -1.380700e-04 1.044940e-04 -2.601063e-04 9.552531e-05
## PC2111 PC2112 PC2115 PC2120 PC2131 PC2137 PC2139 PC2170
## 1.691271e-04 -3.596183e-04 -3.499318e-04 -9.178402e-05 8.974666e-04 5.280459e-04 -1.354657e-04 -2.879079e-04
## PC2173 PC2189 PC2192 PC2194 PC2209 PC2248 PC2277 PC2281
## -2.016834e-04 -1.158221e-04 3.775859e-04 6.268319e-07 7.131335e-05 -1.640944e-04 -1.597301e-04 -1.627573e-04
## PC2293 PC2296 PC2323 PC2327 PC2333 PC2338 PC2342 PC2373
## 1.726679e-04 -2.388528e-05 -1.825247e-04 3.397143e-04 2.076549e-06 -6.892455e-06 1.574210e-04 -2.609982e-04
## PC2378 PC2383 PC2387 PC2391 PC2395 PC2414 PC2419 PC2421
## 2.433347e-05 1.107683e-05 2.056811e-04 7.905459e-06 3.043274e-04 3.632220e-05 -1.985793e-04 3.197911e-06
## PC2434 PC2436 PC2438 PC2442 PC2459 PC2467 PC2471 PC2480
## -2.857123e-04 -2.311040e-04 2.673732e-04 2.129785e-04 -5.956122e-04 5.771255e-04 1.796403e-04 -9.260536e-05
## PC2484 PC2485 PC2492 PC2493 PC2498 PC2507 PC2508 PC2533
## 9.166484e-06 3.171511e-04 -2.086613e-04 -1.238400e-04 3.516304e-04 1.291682e-04 -1.527140e-04 3.505009e-04
## PC2537 PC2540 PC2543 PC2546 PC2549 PC2565 PC2585 PC2615
## -2.456860e-04 5.216237e-04 9.984303e-05 -5.207241e-05 2.932868e-04 1.566493e-04 2.299774e-04 -7.360147e-05
## PC2620 PC2627 PC2637 PC2648 PC2649 PC2655 PC2658 PC2663
## 2.219875e-04 2.968194e-04 4.225532e-04 -2.821413e-04 -2.491468e-04 1.691699e-05 -1.649787e-04 5.957875e-05
## PC2665 PC2666 PC2682 PC2684 PC2690 PC2698 PC2708 PC2709
## 3.101103e-04 1.130118e-04 3.128307e-04 -2.886825e-04 2.200899e-04 -2.830584e-04 -8.948270e-05 1.481246e-04
## PC2729 PC2732 PC2740 PC2741 PC2754 PC2760 PC2761 PC2762
## 4.811964e-05 7.501559e-05 -1.935261e-04 -1.351017e-04 -3.597129e-04 8.848501e-05 -1.716550e-04 -1.254755e-04
## PC2770 PC2776 PC2787 PC2792 PC2801 PC2804 PC2825 PC2834
## 1.516260e-04 2.420553e-04 1.566090e-04 1.735616e-04 1.109370e-04 -5.549005e-05 9.212545e-05 -4.282020e-04
## PC2849 PC2861 PC2869 PC2870 PC2872 PC2878 PC2891 PC2907
## -6.561037e-05 -3.110874e-04 -2.442242e-05 1.186421e-04 -2.321937e-04 -1.673089e-05 -1.708400e-04 -1.797756e-04
## PC2949 PC2950 PC2967 PC2990 PC2995 PC3018 PC3024 PC3031
## 3.602486e-04 8.330850e-05 -2.663813e-04 -1.388671e-04 -1.371141e-04 3.820758e-05 -1.866360e-04 -4.743048e-04
## PC3038 PC3043 PC3063 PC3073 PC3077 PC3089 PC3102 PC3117
## -2.876281e-04 1.500703e-04 -1.548174e-05 3.138374e-05 -1.839799e-04 4.472316e-06 -1.082999e-05 -5.004485e-04
## PC3125 PC3142 PC3145 PC3159 PC3182 PC3184 PC3192 PC3195
## 1.668889e-04 -9.162979e-05 -2.319169e-04 -1.702898e-04 4.599991e-05 1.922012e-05 6.412433e-05 3.521664e-04
## PC3199 PC3201 PC3212 PC3213 PC3244 PC3253 PC3254 PC3255
## -7.241430e-06 -1.170928e-04 -6.530833e-04 -5.214189e-05 -3.388359e-05 -5.965199e-05 1.664114e-04 -4.157343e-05
## PC3257 PC3265 PC3269 PC3279 PC3293 PC3297 PC3308 PC3317
## 1.333047e-04 -7.669083e-05 -3.149947e-06 3.486666e-04 3.849676e-04 -5.753279e-04 1.755705e-05 -2.842433e-06
## PC3335 PC3336 PC3340 PC3355 PC3377 PC3382 PC3392 PC3405
## -4.582584e-04 3.551135e-05 4.982042e-05 -1.968722e-04 7.692551e-06 -2.859325e-04 1.317439e-04 -3.486875e-04
## PC3418 PC3430 PC3445 PC3453 PC3463 PC3479 PC3486 PC3509
## 3.712201e-04 5.918837e-05 -2.631117e-04 3.957675e-04 -4.367568e-04 -3.287558e-05 3.638935e-04 1.171687e-04
## PC3514 PC3516 PC3522 PC3525 PC3544 PC3551 PC3573 PC3575
## -1.543326e-04 -2.846934e-04 -2.087439e-04 -3.002310e-05 -3.623501e-04 -4.869612e-05 1.282451e-04 -1.431771e-04
## PC3577 PC3609 PC3615 PC3630 PC3634 PC3646 PC3658 PC3670
## -2.103570e-04 -1.706961e-04 -1.280467e-04 2.275198e-04 -2.007820e-05 -9.940048e-05 3.255053e-05 2.918266e-04
## PC3689 PC3690 PC3695 PC3698 PC3731 PC3733 PC3736 PC3748
## -4.012655e-04 4.242719e-05 -1.318126e-04 -1.361490e-04 -5.130660e-05 -1.181268e-04 3.796784e-04 1.794698e-04
## PC3749 PC3772 PC3786 PC3801 PC3805 PC3816 PC3819 PC3825
## 1.287536e-06 -2.688319e-05 9.674368e-05 -1.334510e-04 -4.475987e-04 -6.239919e-04 -6.951201e-07 1.576650e-04
## PC3834
## 2.226374e-04Test
if (algo.LARS.caret == TRUE){
test.model(model.LARS.caret, data.test
,method = 'lars',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,draw.limits = TRUE, transformation = t)
}## [1] "Summary of predicted values: "
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.059 2.088 2.097 2.097 2.107 2.140
## [1] "lars Test MSE: 0.00109021245451466"
## [1] "lars Test RMSE: 0.0330183654125194"
## [1] "lars Test MSE (Org Scale): 98.2589768402301"
## [1] "lars Test RMSE (Org Scale): 9.91256661214592"
Session Info
sessionInfo()## R version 3.5.2 (2018-12-20)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows Server 2008 R2 x64 (build 7601) Service Pack 1
##
## Matrix products: default
##
## locale:
## [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C LC_TIME=English_United States.1252
##
## attached base packages:
## [1] parallel stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] knitr_1.20 htmltools_0.3.6 reshape2_1.4.3 lars_1.2
## [5] doParallel_1.0.11 iterators_1.0.9 caret_6.0-81 leaps_3.0
## [9] ggforce_0.2.1 rlist_0.4.6.1 car_3.0-2 carData_3.0-2
## [13] bestNormalize_1.3.0 scales_1.0.0 onewaytests_2.0 caTools_1.17.1.1
## [17] mosaic_1.5.0 mosaicData_0.17.0 ggformula_0.9.1 ggstance_0.3.1
## [21] lattice_0.20-38 DT_0.4 ggiraphExtra_0.2.9 ggiraph_0.6.0
## [25] investr_1.4.0 glmnet_2.0-16 foreach_1.4.4 Matrix_1.2-15
## [29] MASS_7.3-51.1 PerformanceAnalytics_1.5.2 xts_0.10-2 zoo_1.8-2
## [33] forcats_0.3.0 stringr_1.3.1 dplyr_0.8.0.1 purrr_0.2.5
## [37] readr_1.1.1 tidyr_0.8.1 tibble_2.1.1 ggplot2_3.1.0
## [41] tidyverse_1.2.1 usdm_1.1-18 raster_2.8-19 sp_1.3-1
## [45] pacman_0.5.1
##
## loaded via a namespace (and not attached):
## [1] readxl_1.1.0 backports_1.1.2 plyr_1.8.4 lazyeval_0.2.1 splines_3.5.2 mycor_0.1.1
## [7] crosstalk_1.0.0 leaflet_2.0.2 digest_0.6.15 magrittr_1.5 mosaicCore_0.6.0 openxlsx_4.1.0
## [13] recipes_0.1.4 modelr_0.1.2 gower_0.1.2 colorspace_1.3-2 rvest_0.3.2 ggrepel_0.8.0
## [19] haven_1.1.2 crayon_1.3.4 jsonlite_1.5 survival_2.43-3 glue_1.3.1 polyclip_1.10-0
## [25] registry_0.5-1 gtable_0.2.0 ppcor_1.1 ipred_0.9-6 sjmisc_2.7.9 abind_1.4-5
## [31] rngtools_1.3.1 bibtex_0.4.2 Rcpp_1.0.1 xtable_1.8-2 foreign_0.8-71 stats4_3.5.2
## [37] lava_1.6.2 prodlim_2018.04.18 htmlwidgets_1.2 httr_1.3.1 RColorBrewer_1.1-2 pkgconfig_2.0.2
## [43] farver_1.1.0 nnet_7.3-12 labeling_0.3 tidyselect_0.2.5 rlang_0.3.1 later_0.7.3
## [49] munsell_0.5.0 cellranger_1.1.0 tools_3.5.2 cli_1.0.1 generics_0.0.2 moments_0.14
## [55] sjlabelled_1.0.17 broom_0.4.5 evaluate_0.10.1 ggdendro_0.1-20 yaml_2.1.19 ModelMetrics_1.1.0
## [61] zip_2.0.1 nlme_3.1-137 doRNG_1.7.1 mime_0.5 xml2_1.2.0 compiler_3.5.2
## [67] rstudioapi_0.7 curl_3.2 tweenr_1.0.1 stringi_1.2.3 highr_0.7 gdtools_0.1.7
## [73] psych_1.8.4 pillar_1.3.1 data.table_1.11.4 bitops_1.0-6 insight_0.1.2 httpuv_1.4.4.2
## [79] R6_2.2.2 promises_1.0.1 gridExtra_2.3 rio_0.5.16 codetools_0.2-15 assertthat_0.2.0
## [85] pkgmaker_0.27 rprojroot_1.3-2 withr_2.1.2 nortest_1.0-4 mnormt_1.5-5 mgcv_1.8-26
## [91] hms_0.4.2 quadprog_1.5-5 grid_3.5.2 rpart_4.1-13 timeDate_3043.102 class_7.3-14
## [97] rmarkdown_1.10 shiny_1.1.0 lubridate_1.7.4